[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"editorial-notice-ribbon-announcements":3,"streamer-base-2844772":29,"prediction-2844772-v2":193},{"data":4,"meta":26,"success":27,"message":28},{"announcements":5},[6,10,14,18,22],{"id":7,"published_at":8,"content":9},10,"2026\u002F05\u002F14","デザイン一新作業中なので、部分的にデザインがバラバラになっています。",{"id":11,"published_at":12,"content":13},9,"2026\u002F04\u002F30","重かったページを全般的に軽くしました。",{"id":15,"published_at":16,"content":17},8,"2026\u002F04\u002F12","ページ表示が遅かったのを改善しました。",{"id":19,"published_at":20,"content":21},7,"2026\u002F01\u002F27","本人申請による非表示申請の機能を追加しました。",{"id":23,"published_at":24,"content":25},6,"2026\u002F01\u002F02","Youtubeリンクをしている配信者のチャンネル登録者数などを出るような機能を追加しました。たまに違う人と紐づいているので参考程度で",{},true,"Success",{"streamer":30,"similar_streamers":34,"seo_similar_streamers":192},{"id":31,"display_name":32,"username":33,"language":34,"is_partner":35,"is_affiliate":35,"profile_image_url":36,"description":37,"is_live":35,"current_viewer_count":38,"avg_viewer_count":39,"peak_viewer_count":40,"follower_count":41,"follower_diff_week":42,"follower_diff_latest":42,"percentile":43,"percentile_diff_week":42,"percentile_diff_latest":44,"latest_stream_start":45,"latest_stream_end":46,"stream_days":15,"total_sessions":15,"total_duration_minutes":47,"category":48,"title":51,"clip_count":42,"total_clip_views":42,"recent_sessions":52,"recent_clips":120,"percentile_history":121,"weekly_data":181,"creator":187,"youtube_channels":191,"twitcasting_user":34,"seo_indexable":35},2844772,"罪罰","kamisiromatou",null,false,"https:\u002F\u002Fstatic-cdn.jtvnw.net\u002Fjtv_user_pictures\u002Ff106a154-6142-4077-a182-7c1e3181e39d-profile_image-300x300.png","自分のペースでのんびり配信します",1,0.92,2,18,0,8.284516248381328,-0.024811333841579852,"2026-07-11T13:07:23.000+09:00","2026-07-11T18:20:02.311+09:00",2220,{"id":49,"name":50},"209738946","Wuthering Waves","[鳴潮]今日もがんばるぞー",[53,61,69,76,93,107],{"id":54,"title":51,"started_at":45,"ended_at":46,"duration_minutes":55,"average_viewers":38,"peak_viewers":40,"followers_gained":42,"thumbnail_url":56,"language":57,"tags":34,"game_category":58,"vod_archives":60},13454053,313,"https:\u002F\u002Fstatic-cdn.jtvnw.net\u002Fpreviews-ttv\u002Flive_user_kamisiromatou-{width}x{height}.jpg","ja",{"id":59,"name":50},41,[],{"id":62,"title":63,"started_at":64,"ended_at":65,"duration_minutes":66,"average_viewers":38,"peak_viewers":40,"followers_gained":42,"thumbnail_url":56,"language":57,"tags":34,"game_category":67,"vod_archives":68},13440181,"[鳴潮]アプデ来たからやる","2026-07-10T23:12:03.000+09:00","2026-07-11T05:20:04.659+09:00",368,{"id":59,"name":50},[],{"id":70,"title":63,"started_at":71,"ended_at":72,"duration_minutes":73,"average_viewers":42,"peak_viewers":38,"followers_gained":42,"thumbnail_url":56,"language":57,"tags":34,"game_category":74,"vod_archives":75},13419179,"2026-07-10T12:50:11.000+09:00","2026-07-10T17:00:02.518+09:00",250,{"id":59,"name":50},[],{"id":77,"title":78,"started_at":79,"ended_at":80,"duration_minutes":81,"average_viewers":38,"peak_viewers":38,"followers_gained":42,"thumbnail_url":56,"language":57,"tags":34,"game_category":82,"vod_archives":85,"chat_summary":92},13391805,"[NTE ] 色々のんびりやる","2026-07-09T15:23:21.000+09:00","2026-07-09T23:20:04.972+09:00",477,{"id":83,"name":84},109375,"NTE: Neverness to Everness",[86],{"id":87,"url":88,"view_count":89,"duration":90,"thumbnail_url":91},29954072,"https:\u002F\u002Fwww.twitch.tv\u002Fvideos\u002F2815630509",5,"7h52m36s","https:\u002F\u002Fstatic-cdn.jtvnw.net\u002Fcf_vods\u002Fd3vd9lfkzbru3h\u002F751b8c33fe5750d4e833_kamisiromatou_316144715505_1783578201\u002F\u002Fthumb\u002Fthumb0-%{width}x%{height}.jpg",{"total_messages":42,"unique_chatters":42,"bits":42,"subs":42,"subgifts":42,"resubs":42,"avg_messages_per_minute":42,"participation_rate_pct":42},{"id":94,"title":78,"started_at":95,"ended_at":96,"duration_minutes":97,"average_viewers":38,"peak_viewers":38,"followers_gained":42,"thumbnail_url":56,"language":57,"tags":34,"game_category":98,"vod_archives":99,"chat_summary":106},13374540,"2026-07-08T21:44:50.000+09:00","2026-07-08T23:20:03.569+09:00",95,{"id":83,"name":84},[100],{"id":101,"url":102,"view_count":103,"duration":104,"thumbnail_url":105},29954073,"https:\u002F\u002Fwww.twitch.tv\u002Fvideos\u002F2814971624",3,"1h29m38s","https:\u002F\u002Fstatic-cdn.jtvnw.net\u002Fcf_vods\u002Fd3vd9lfkzbru3h\u002Ffba4cc8dfc8de259a911_kamisiromatou_316205253747_1783514690\u002F\u002Fthumb\u002Fthumb0-%{width}x%{height}.jpg",{"total_messages":42,"unique_chatters":42,"bits":42,"subs":42,"subgifts":42,"resubs":42,"avg_messages_per_minute":42,"participation_rate_pct":42},{"id":108,"title":78,"started_at":109,"ended_at":110,"duration_minutes":111,"average_viewers":38,"peak_viewers":38,"followers_gained":42,"thumbnail_url":56,"language":57,"tags":34,"game_category":112,"vod_archives":113,"chat_summary":119},13358261,"2026-07-08T12:07:21.000+09:00","2026-07-08T18:50:05.638+09:00",403,{"id":83,"name":84},[114],{"id":115,"url":116,"view_count":89,"duration":117,"thumbnail_url":118},29954074,"https:\u002F\u002Fwww.twitch.tv\u002Fvideos\u002F2814756124","6h35m3s","https:\u002F\u002Fstatic-cdn.jtvnw.net\u002Fcf_vods\u002Fd3vd9lfkzbru3h\u002F9124d562a0bb17b25303_kamisiromatou_316203276915_1783480041\u002F\u002Fthumb\u002Fthumb0-%{width}x%{height}.jpg",{"total_messages":42,"unique_chatters":42,"bits":42,"subs":42,"subgifts":42,"resubs":42,"avg_messages_per_minute":42,"participation_rate_pct":42},[],[122,126,130,134,138,142,146,150,154,158,162,166,170,174,177],{"id":123,"percentile":124,"measured_on":125},390625,18.685569069957005,"2025-07-10",{"id":127,"percentile":128,"measured_on":129},453022,18.431648239279095,"2025-07-11",{"id":131,"percentile":132,"measured_on":133},515606,18.4547157426234,"2025-07-12",{"id":135,"percentile":136,"measured_on":137},578003,18.35297891107369,"2025-07-13",{"id":139,"percentile":140,"measured_on":141},640380,18.46721324678253,"2025-07-14",{"id":143,"percentile":144,"measured_on":145},702508,18.553448997328356,"2025-07-15",{"id":147,"percentile":148,"measured_on":149},764754,18.7186961493244,"2025-07-16",{"id":151,"percentile":152,"measured_on":153},2681923,1.4595688767356796,"2025-10-02",{"id":155,"percentile":156,"measured_on":157},2711391,1.7544818539571492,"2025-10-03",{"id":159,"percentile":160,"measured_on":161},2748076,1.439028259342353,"2025-10-06",{"id":163,"percentile":164,"measured_on":165},2792088,1.6655820385585292,"2025-10-07",{"id":167,"percentile":168,"measured_on":169},2839684,1.8192363460608991,"2025-10-08",{"id":171,"percentile":172,"measured_on":173},21859086,8.309327582222908,"2026-07-09",{"id":175,"percentile":43,"measured_on":176},21927584,"2026-07-10",{"id":178,"percentile":179,"measured_on":180},21992435,7.287381025483573,"2026-07-12",{"Fri":182,"Sat":183,"Thu":184,"Tue":185,"Wed":186},{"05:00":42,"06:00":38,"08:00":38,"09:00":38,"10:00":38,"11:00":38,"19:00":38,"20:00":38,"21:00":38,"22:00":38,"23:00":38},{"00:00":38},{"00:00":38,"01:00":38,"02:00":38,"03:00":38,"04:00":38,"05:00":38,"19:00":42,"20:00":42,"21:00":38,"22:00":38},{"18:00":38,"19:00":38,"20:00":38,"21:00":38,"22:00":38,"23:00":38},{"00:00":38,"03:00":38,"04:00":38,"05:00":38,"21:00":38,"22:00":38,"23:00":38},{"id":188,"name":32,"primary_platform":189,"verified":35,"total_followers":190},65985,"twitch",19,[],[],{"streamer":194,"latest_prediction":195,"historical_predictions":304,"trend_analysis":396,"approach_performance":398,"available_approaches":426,"model_summary":457},{"id":31,"display_name":32,"username":33,"profile_image_url":36},{"approaches":196,"id":263,"streamer_id":31,"prediction_date":264,"total_score":265,"weighted_total_score":266,"score":267,"trend_change":268,"weighted_trend_change":269,"viewer_count":42,"follower_count":42,"scoring_weights":270,"trend_direction":279,"trendDirection":279,"confidence":280,"reference_level":280,"referenceLevel":280,"reference_reasons":281,"referenceReasons":286,"growth_rate":268,"growthRate":268,"observed_days":287,"observedDays":287,"session_count":23,"sessionCount":23,"data_completeness":288,"dataCompleteness":288,"last_streamed_at":289,"lastStreamedAt":289,"current_viewer_count":38,"current_follower_count":41,"streamer":290,"category":291,"ml_score":292,"bayesian_score":228,"regression_score":293,"momentum_score":294,"growth_potential_score":292,"quality_score":295,"normalized_score":295,"clip_influence_composite":42,"clip_influence_score":42,"clip_creator_activity_score":42,"clip_creator_growth_score":228,"clip_creator_quality_score":42,"clip_creator_variety_score":42,"formatted_total_score":296,"formatted_weighted_score":297,"formatted_trend_change":298,"formatted_growth_rate":298,"formatted_current_viewers":299,"formatted_current_followers":300,"trend_direction_text":301,"trend_direction_icon":302,"confidence_text":303,"reference_level_text":303},[197,202,207,212,217,222,226,231,235,239,243,247,251,255,259],{"name":198,"value":199,"enabled":27,"info":200},"weighted_score",62.4,{"description":201},"フォロワー(30%)・配信(25%)・視聴者(25%)・クリップ(20%)の加重評価",{"name":203,"value":204,"enabled":27,"info":205},"regression_score",33.33,{"description":206},"過去の推移から次週の視聴者数を回帰予測し差分を評価",{"name":208,"value":209,"enabled":27,"info":210},"ml_score",93.96,{"description":211},"各種メトリクスを特徴量に成長確率を推定",{"name":213,"value":214,"enabled":27,"info":215},"momentum_score",90.22,{"description":216},"日次成長率と週次成長率の差分による勢い評価",{"name":218,"value":219,"enabled":27,"info":220},"normalized_score",63.23,{"description":221},"複数スコアを統計的に標準化して平均",{"name":223,"value":42,"enabled":27,"info":224},"clip_influence_score",{"description":225},"影響力ある作成者のクリップ数を重視",{"name":227,"value":228,"enabled":27,"info":229},"social_spread_score",50,{"description":230},"直近クリップ視聴数を最新フォロワー数で割って100倍",{"name":232,"value":228,"enabled":27,"info":233},"new_viewer_score",{"description":234},"一定期間の新規視聴者比率で成長余地を推定",{"name":236,"value":228,"enabled":27,"info":237},"genre_correlation_score",{"description":238},"人気ジャンルとの一致度を評価",{"name":240,"value":228,"enabled":27,"info":241},"bayesian_score",{"description":242},"フォロワー成長率の安定性を考慮した評価",{"name":244,"value":42,"enabled":27,"info":245},"clip_creator_variety_score",{"description":246},"クリップ作成者のユニーク数を用いて多様性を評価",{"name":248,"value":42,"enabled":27,"info":249},"clip_creator_activity_score",{"description":250},"直近1週間の総クリップ数で活発度を測定",{"name":252,"value":228,"enabled":27,"info":253},"clip_creator_growth_score",{"description":254},"前週比のクリップ視聴数増加分を利用",{"name":256,"value":42,"enabled":27,"info":257},"clip_creator_quality_score",{"description":258},"クリップ平均視聴数から質を評価",{"name":260,"value":42,"enabled":27,"info":261},"loyal_clip_creators_score",{"description":262},"同一配信者で複数回作成したユーザー数を指標",51657689,"2026-07-11",593.1447294223248,"37.2069",37.2069,1.792157658607738,2.25,{"ml_score":271,"bayesian_score":272,"momentum_score":273,"weighted_score":274,"new_viewer_score":275,"normalized_score":276,"regression_score":277,"social_spread_score":278,"clip_influence_score":275,"loyal_clip_creators_score":275,"clip_creator_quality_score":275,"clip_creator_variety_score":275,"clip_creator_activity_score":275},0.07840063450786654,0.0824080459323976,0.07940857155335548,0.0777936011677385,0.07394342141095143,0.07930518984936002,0.08187211810444543,0.07715131041912782,"stable","insufficient",[282,283,284,285],"モデル検証の相関が低いため、参考度を低く表示しています","直近データが少ないため、参考度を下げています","データ完全性が低いため、参考度を下げています","モデル全体の検証成績と配信者データ品質の低い方を参考度として表示しています",[282,283,284,285],4,0.13,"2026-07-11T13:07:23+09:00",{"id":31,"display_name":32,"username":33,"profile_image_url":36},{"id":59,"name":50},93.95756269442029,33.33333333333333,90.22274001492006,63.23049735185117,593.1,"37.2","+1.8%","1","18","安定","➡️","検証不足",[305,306,311,316,321,324,327,330,333,336,339,342,345,348,351,354,357,360,363,366,369,372,375,378,381,384,387,390,393],{"id":263,"prediction_date":264,"total_score":265,"weighted_total_score":266,"trend_change":268},{"id":307,"prediction_date":176,"total_score":308,"weighted_total_score":309,"trend_change":310},51397854,582.7017945838456,"36.3892",1.2272256781338764,{"id":312,"prediction_date":173,"total_score":313,"weighted_total_score":314,"trend_change":315},51138376,575.637424299889,"35.8359",15.570251613468287,{"id":317,"prediction_date":318,"total_score":319,"weighted_total_score":320,"trend_change":42},50879048,"2026-07-08",498.08442593440327,"31.3133",{"id":322,"prediction_date":323,"total_score":319,"weighted_total_score":320,"trend_change":42},50620031,"2026-07-07",{"id":325,"prediction_date":326,"total_score":319,"weighted_total_score":320,"trend_change":42},50361313,"2026-07-06",{"id":328,"prediction_date":329,"total_score":319,"weighted_total_score":320,"trend_change":42},50103148,"2026-07-05",{"id":331,"prediction_date":332,"total_score":319,"weighted_total_score":320,"trend_change":42},49845558,"2026-07-04",{"id":334,"prediction_date":335,"total_score":319,"weighted_total_score":320,"trend_change":42},49588029,"2026-07-03",{"id":337,"prediction_date":338,"total_score":319,"weighted_total_score":320,"trend_change":42},49330544,"2026-07-02",{"id":340,"prediction_date":341,"total_score":319,"weighted_total_score":320,"trend_change":42},49073880,"2026-07-01",{"id":343,"prediction_date":344,"total_score":319,"weighted_total_score":320,"trend_change":42},48817105,"2026-06-30",{"id":346,"prediction_date":347,"total_score":319,"weighted_total_score":320,"trend_change":42},48561884,"2026-06-28",{"id":349,"prediction_date":350,"total_score":319,"weighted_total_score":320,"trend_change":42},48305170,"2026-06-27",{"id":352,"prediction_date":353,"total_score":319,"weighted_total_score":320,"trend_change":42},48050626,"2026-06-26",{"id":355,"prediction_date":356,"total_score":319,"weighted_total_score":320,"trend_change":42},47794859,"2026-06-25",{"id":358,"prediction_date":359,"total_score":319,"weighted_total_score":320,"trend_change":42},47540597,"2026-06-24",{"id":361,"prediction_date":362,"total_score":319,"weighted_total_score":320,"trend_change":42},47286999,"2026-06-23",{"id":364,"prediction_date":365,"total_score":319,"weighted_total_score":320,"trend_change":42},47031851,"2026-06-22",{"id":367,"prediction_date":368,"total_score":319,"weighted_total_score":320,"trend_change":42},46778068,"2026-06-21",{"id":370,"prediction_date":371,"total_score":319,"weighted_total_score":320,"trend_change":42},46525091,"2026-06-20",{"id":373,"prediction_date":374,"total_score":319,"weighted_total_score":320,"trend_change":42},46271237,"2026-06-19",{"id":376,"prediction_date":377,"total_score":319,"weighted_total_score":320,"trend_change":42},46021348,"2026-06-18",{"id":379,"prediction_date":380,"total_score":319,"weighted_total_score":320,"trend_change":42},45768558,"2026-06-17",{"id":382,"prediction_date":383,"total_score":319,"weighted_total_score":320,"trend_change":42},45517540,"2026-06-16",{"id":385,"prediction_date":386,"total_score":319,"weighted_total_score":320,"trend_change":42},45272731,"2026-06-15",{"id":388,"prediction_date":389,"total_score":319,"weighted_total_score":34,"trend_change":34},45034301,"2026-06-14",{"id":391,"prediction_date":392,"total_score":319,"weighted_total_score":320,"trend_change":42},44782893,"2026-06-13",{"id":394,"prediction_date":395,"total_score":319,"weighted_total_score":320,"trend_change":42},44533194,"2026-06-12",{"trend_direction":279,"confidence":280,"reference_level":280,"reference_reasons":397,"growth_rate":268,"trend_change":268,"weighted_trend_change":269},[282,283,284,285],{"weighted_score":399,"regression_score":404,"ml_score":405,"momentum_score":409,"normalized_score":412,"clip_influence_score":416,"social_spread_score":417,"new_viewer_score":418,"genre_correlation_score":419,"bayesian_score":420,"clip_creator_variety_score":421,"clip_creator_activity_score":422,"clip_creator_growth_score":423,"clip_creator_quality_score":424,"loyal_clip_creators_score":425},{"current":400,"average":401,"max":400,"min":402,"trend":403},62.40059602779986,39.57,37.5,24.9,{"current":293,"average":204,"max":293,"min":293,"trend":42},{"current":292,"average":406,"max":292,"min":407,"trend":408},79.19,77.72998611746911,16.23,{"current":294,"average":410,"max":294,"min":228,"trend":411},54.16,40.22,{"current":295,"average":413,"max":295,"min":414,"trend":415},50.7,49.52110648360082,13.71,{"current":42,"average":42,"max":42,"min":42,"trend":42},{"current":228,"average":228,"max":228,"min":228,"trend":42},{"current":228,"average":228,"max":228,"min":228,"trend":42},{"current":228,"average":228,"max":228,"min":228,"trend":42},{"current":228,"average":228,"max":228,"min":228,"trend":42},{"current":42,"average":42,"max":42,"min":42,"trend":42},{"current":42,"average":42,"max":42,"min":42,"trend":42},{"current":228,"average":228,"max":228,"min":228,"trend":42},{"current":42,"average":42,"max":42,"min":42,"trend":42},{"current":42,"average":42,"max":42,"min":42,"trend":42},{"weighted_score":427,"regression_score":429,"ml_score":431,"momentum_score":433,"normalized_score":435,"clip_influence_score":437,"social_spread_score":439,"new_viewer_score":441,"genre_correlation_score":443,"bayesian_score":445,"clip_creator_variety_score":447,"clip_creator_activity_score":449,"clip_creator_growth_score":451,"clip_creator_quality_score":453,"loyal_clip_creators_score":455},{"name":428,"desc":201},"総合加重モデルV4",{"name":430,"desc":206},"時系列回帰",{"name":432,"desc":211},"機械学習モデル",{"name":434,"desc":216},"モメンタムスコア",{"name":436,"desc":221},"スコア正規化モデル",{"name":438,"desc":225},"クリップ作成者影響度指数",{"name":440,"desc":230},"ソーシャル拡散度",{"name":442,"desc":234},"新規視聴者率モデル",{"name":444,"desc":238},"ジャンル相関分析",{"name":446,"desc":242},"ベイズ更新モデル",{"name":448,"desc":246},"クリップ作成者多様性スコア",{"name":450,"desc":250},"クリップ活動量スコア",{"name":452,"desc":254},"クリップ視聴数成長スコア",{"name":454,"desc":258},"クリップ品質スコア",{"name":456,"desc":262},"常連クリップ作成者スコア",{"modelVersion":458,"generatedAt":459,"targetMetric":460,"targetHorizonDays":19,"validationPeriodStart":332,"validationPeriodEnd":264,"validationSampleCount":461,"validationMetricSampleCount":462,"correlation":463,"legacyTrendCorrelation":464,"scoreCorrelation":463,"scoreSpearmanCorrelation":465,"topDecileLift":466,"topDecileAvgGrowth":467,"overallAvgGrowth":468,"mae":469,"rmse":470,"directionAccuracy":471,"modelReliabilityLevel":472,"candidateApproachCount":473,"enabledApproachCount":474,"predictionDataStatus":475,"notice":482,"explanation":483},"v4","2026-07-11T02:04:27+09:00","7日後の実績フォロワー成長率と予測スコアの整合性（Pearson\u002FSpearman\u002F上位デシル増分）",258155,12156,0.028866553564004513,0.018406975064883816,0.13678678976736153,1.6169814317349671,5.186138986909044,3.2072965620542035,6.90613282063511,21.63237605094986,0.36722606120434353,"low",15,13,{"latestAvailableDate":180,"exposedPredictionDate":264,"isServingLatestAvailable":35,"healthLevel":476,"servingFallbackReason":477,"latestAvailablePredictionCount":478,"latestAvailableCompletedCount":479,"latestAvailableNullTotalScoreCount":42,"latestAvailableNullTrendChangeCount":42,"latestAvailableNullWeightedScoreCount":480,"minimumCompletedPredictionCount":481},"degraded","latest_prediction_date_incomplete",260949,35927,225022,100000,"現在の予測は実験的な参考情報です。検証成績とデータ品質をもとに、参考度の根拠を表示しています。",{"summary":484,"reliabilityInterpretation":485,"metricDefinitions":486,"limitations":498,"improvementPolicy":503},"予測システムV4は、13種類の手法を組み合わせ、成長候補を探すための参考スコアを作る仕組みです。途中生成の予測日は公開対象から外し、完了済みデータだけを表示します。","現在の検証ではモデル参考度が低いため、個別の数値を精度保証として扱わず、成長候補を探す順位付け補助として参照してください。",{"correlation":487,"scoreCorrelation":488,"scoreSpearmanCorrelation":489,"topDecileLift":490,"topDecileAvgGrowth":491,"overallAvgGrowth":492,"legacyTrendCorrelation":493,"mae":494,"rmse":495,"directionAccuracy":496,"validationMetricSampleCount":497},"主指標。予測スコアの絶対値と7日後の実績フォロワー成長率のPearson相関です。0.20を超えると参考度「中」となります。","予測スコアと実績成長率のPearson相関（線形関係の強さ）です。主指標として参考度判定に使われます。","予測スコア順位と実績成長率順位のSpearman順位相関です。ランキング用途での整合性を測ります。","予測スコア上位10%の配信者の平均成長率が、全体平均の何倍かを示します。1.0=同水準、2.0以上で強い予測力。","予測スコア上位10%の配信者の7日後実績フォロワー成長率（%）の平均です。","検証対象配信者全体の7日後実績フォロワー成長率（%）の平均です。","旧指標。スコア前日比と実績成長率の相関です。ランキング用途には不向きなため、現在は補助参照のみ。","スコア前日比と実績フォロワー成長率の平均絶対誤差（旧指標ベース）です。","大きな外れを重く見る誤差指標です。MAEより外れ値の影響を強く受けます。","スコア前日比の符号と実績成長率の符号が一致した割合です。","検証メトリクス計算に使えた配信者数です。",[499,500,501,502],"相関が低い期間では、スコア順と実績成長順が強く一致しているとは言えません。","急なバズ、休止、イベント、カテゴリ変更などの外れ値で誤差が大きくなることがあります。","配信者ごとのデータ量や直近活動が少ない場合、個別予測の参考度は自動的に下がります。","短期の7日後検証であり、長期的な成長や継続的な人気を保証するものではありません。",[504,505,506,507],"最新の検証結果に応じて、15手法の重みを再調整します。","配信者規模やカテゴリごとのセグメント別に検証し、同じ基準で見すぎないようにします。","外れ値の影響を抑えるロバストな評価指標を追加します。","7日後だけでなく、3日後と14日後の検証も比較して用途に合う期間を確認します。"]