[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"editorial-notice-ribbon-announcements":3,"streamer-base-53698715":29,"prediction-53698715-v2":222},{"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":221},{"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":15,"follower_count":40,"follower_diff_week":41,"follower_diff_latest":41,"percentile":42,"percentile_diff_week":43,"percentile_diff_latest":44,"latest_stream_start":45,"latest_stream_end":46,"stream_days":47,"total_sessions":47,"total_duration_minutes":48,"category":49,"title":52,"clip_count":41,"total_clip_views":41,"recent_sessions":53,"recent_clips":90,"percentile_history":91,"weekly_data":212,"creator":217,"youtube_channels":220,"twitcasting_user":34,"seo_indexable":35},53698715,"藍雛","cyokoice",null,false,"https:\u002F\u002Fstatic-cdn.jtvnw.net\u002Fjtv_user_pictures\u002Fd02bf5ba-2a26-4c58-83ef-85927b4c2f9d-profile_image-300x300.jpeg","",3,3.42,14,0,65.19239070111611,7.391431285902527,-6.689300741539668,"2026-07-10T11:30:34.000+09:00","2026-07-10T14:20:03.117+09:00",25,2580,{"id":50,"name":51},"1294658629","R.E.P.O.","【PC】R.E.P.O  今日もがんばるー 配信中!",[54,63,71,80],{"id":55,"title":52,"started_at":45,"ended_at":46,"duration_minutes":56,"average_viewers":38,"peak_viewers":57,"followers_gained":41,"thumbnail_url":58,"language":59,"tags":34,"game_category":60,"vod_archives":62},13418121,169,5,"https:\u002F\u002Fstatic-cdn.jtvnw.net\u002Fpreviews-ttv\u002Flive_user_cyokoice-{width}x{height}.jpg","ja",{"id":61,"name":51},85,[],{"id":64,"title":52,"started_at":65,"ended_at":66,"duration_minutes":67,"average_viewers":68,"peak_viewers":38,"followers_gained":34,"thumbnail_url":58,"language":59,"tags":34,"game_category":69,"vod_archives":70},13387161,"2026-07-09T10:15:34.000+09:00","2026-07-09T12:00:02.392+09:00",104,1,{"id":61,"name":51},[],{"id":72,"title":73,"started_at":74,"ended_at":75,"duration_minutes":76,"average_viewers":77,"peak_viewers":77,"followers_gained":41,"thumbnail_url":58,"language":59,"tags":34,"game_category":78,"vod_archives":79},13327099,"【PC】R.E.P.O  少しだけ配信中!","2026-07-07T09:43:55.000+09:00","2026-07-07T10:30:10.276+09:00",46,4,{"id":61,"name":51},[],{"id":81,"title":82,"started_at":83,"ended_at":84,"duration_minutes":85,"average_viewers":77,"peak_viewers":57,"followers_gained":34,"thumbnail_url":58,"language":59,"tags":34,"game_category":86,"vod_archives":89},13232545,"【PC】Phasmophobia  ホラーゲームですー","2026-07-04T17:04:29.000+09:00","2026-07-04T18:00:02.824+09:00",56,{"id":87,"name":88},96,"Phasmophobia",[],[],[92,96,100,104,108,112,116,120,124,128,132,136,140,144,148,152,156,160,164,168,172,176,180,184,188,192,196,200,204,208],{"id":93,"percentile":94,"measured_on":95},9023077,47.3988527959265,"2026-01-11",{"id":97,"percentile":98,"measured_on":99},9116507,57.01920559380246,"2026-01-13",{"id":101,"percentile":102,"measured_on":103},9181166,56.978923436155824,"2026-01-14",{"id":105,"percentile":106,"measured_on":107},9246103,57.15575137301696,"2026-01-15",{"id":109,"percentile":110,"measured_on":111},9311124,57.12691131498471,"2026-01-16",{"id":113,"percentile":114,"measured_on":115},9351292,57.11984438162973,"2026-01-17",{"id":117,"percentile":118,"measured_on":119},9421392,63.599713994492866,"2026-01-18",{"id":121,"percentile":122,"measured_on":123},9926672,28.85299258634199,"2026-01-25",{"id":125,"percentile":126,"measured_on":127},10034615,52.118772782503044,"2026-01-26",{"id":129,"percentile":130,"measured_on":131},10073603,52.06425164210494,"2026-01-27",{"id":133,"percentile":134,"measured_on":135},10139314,52.25542690647262,"2026-01-28",{"id":137,"percentile":138,"measured_on":139},10231697,52.35438484169449,"2026-01-29",{"id":141,"percentile":142,"measured_on":143},10270952,52.262429586088665,"2026-01-30",{"id":145,"percentile":146,"measured_on":147},10336487,52.2370582152199,"2026-01-31",{"id":149,"percentile":150,"measured_on":151},10428264,65.46207273058143,"2026-02-01",{"id":153,"percentile":154,"measured_on":155},10854733,44.39328724186026,"2026-02-07",{"id":157,"percentile":158,"measured_on":159},11012548,44.35960775507149,"2026-02-08",{"id":161,"percentile":162,"measured_on":163},11048835,44.353312302839115,"2026-02-09",{"id":165,"percentile":166,"measured_on":167},11115418,44.3305939091633,"2026-02-10",{"id":169,"percentile":170,"measured_on":171},11182238,44.57508713668118,"2026-02-11",{"id":173,"percentile":174,"measured_on":175},11280090,44.95133106602557,"2026-02-12",{"id":177,"percentile":178,"measured_on":179},11318226,44.87959739005764,"2026-02-13",{"id":181,"percentile":182,"measured_on":183},12677252,73.39514565915468,"2026-03-02",{"id":185,"percentile":186,"measured_on":187},12745339,73.26786528086089,"2026-03-03",{"id":189,"percentile":190,"measured_on":191},12813430,73.31681062928038,"2026-03-04",{"id":193,"percentile":194,"measured_on":195},12872468,73.31591386169136,"2026-03-05",{"id":197,"percentile":198,"measured_on":199},12940749,73.33069990636703,"2026-03-06",{"id":201,"percentile":202,"measured_on":203},13018240,73.44905924156812,"2026-03-07",{"id":205,"percentile":206,"measured_on":207},13077699,73.25110106375196,"2026-03-08",{"id":209,"percentile":210,"measured_on":211},14730794,58.23095823095823,"2026-03-29",{"Fri":213,"Mon":214,"Thu":215,"Wed":216},{"23:00":77},{"16:00":77},{"17:00":57,"18:00":38,"19:00":38,"20:00":38},{"16:00":68,"17:00":68},{"id":218,"name":32,"primary_platform":219,"verified":35,"total_followers":41},193029,"twitch",[],[],{"streamer":223,"latest_prediction":224,"historical_predictions":333,"trend_analysis":478,"approach_performance":480,"available_approaches":521,"model_summary":552},{"id":31,"display_name":32,"username":33,"profile_image_url":36},{"approaches":225,"id":292,"streamer_id":31,"prediction_date":293,"total_score":294,"weighted_total_score":295,"score":296,"trend_change":297,"weighted_trend_change":298,"viewer_count":41,"follower_count":41,"scoring_weights":299,"trend_direction":308,"trendDirection":308,"confidence":309,"reference_level":309,"referenceLevel":309,"reference_reasons":310,"referenceReasons":315,"growth_rate":297,"growthRate":297,"observed_days":316,"observedDays":316,"session_count":317,"sessionCount":317,"data_completeness":318,"dataCompleteness":318,"last_streamed_at":319,"lastStreamedAt":319,"current_viewer_count":38,"current_follower_count":40,"streamer":320,"category":321,"ml_score":322,"bayesian_score":243,"regression_score":323,"momentum_score":243,"growth_potential_score":322,"quality_score":324,"normalized_score":324,"clip_influence_composite":41,"clip_influence_score":41,"clip_creator_activity_score":41,"clip_creator_growth_score":243,"clip_creator_quality_score":41,"clip_creator_variety_score":41,"formatted_total_score":325,"formatted_weighted_score":326,"formatted_trend_change":327,"formatted_growth_rate":327,"formatted_current_viewers":328,"formatted_current_followers":329,"trend_direction_text":330,"trend_direction_icon":331,"confidence_text":332,"reference_level_text":332},[226,231,236,241,246,251,255,259,264,268,272,276,280,284,288],{"name":227,"value":228,"enabled":27,"info":229},"weighted_score",46.4,{"description":230},"フォロワー(30%)・配信(25%)・視聴者(25%)・クリップ(20%)の加重評価",{"name":232,"value":233,"enabled":27,"info":234},"regression_score",33.33,{"description":235},"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":237,"value":238,"enabled":27,"info":239},"ml_score",85.62,{"description":240},"各種メトリクスを特徴量に成長確率を推定",{"name":242,"value":243,"enabled":27,"info":244},"momentum_score",50,{"description":245},"日次成長率と週次成長率の差分による勢い評価",{"name":247,"value":248,"enabled":27,"info":249},"normalized_score",55.12,{"description":250},"複数スコアを統計的に標準化して平均",{"name":252,"value":41,"enabled":27,"info":253},"clip_influence_score",{"description":254},"影響力ある作成者のクリップ数を重視",{"name":256,"value":243,"enabled":27,"info":257},"social_spread_score",{"description":258},"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":260,"value":261,"enabled":27,"info":262},"new_viewer_score",2.18,{"description":263},"一定期間の新規視聴者比率で成長余地を推定",{"name":265,"value":243,"enabled":27,"info":266},"genre_correlation_score",{"description":267},"人気ジャンルとの一致度を評価",{"name":269,"value":243,"enabled":27,"info":270},"bayesian_score",{"description":271},"フォロワー成長率の安定性を考慮した評価",{"name":273,"value":41,"enabled":27,"info":274},"clip_creator_variety_score",{"description":275},"クリップ作成者のユニーク数を用いて多様性を評価",{"name":277,"value":41,"enabled":27,"info":278},"clip_creator_activity_score",{"description":279},"直近1週間の総クリップ数で活発度を測定",{"name":281,"value":243,"enabled":27,"info":282},"clip_creator_growth_score",{"description":283},"前週比のクリップ視聴数増加分を利用",{"name":285,"value":41,"enabled":27,"info":286},"clip_creator_quality_score",{"description":287},"クリップ平均視聴数から質を評価",{"name":289,"value":41,"enabled":27,"info":290},"loyal_clip_creators_score",{"description":291},"同一配信者で複数回作成したユーザー数を指標",51899337,"2026-07-11",472.65088329034216,"29.5321",29.5321,-4.999013121663241,-6.04,{"ml_score":300,"bayesian_score":301,"momentum_score":302,"weighted_score":303,"new_viewer_score":304,"normalized_score":305,"regression_score":306,"social_spread_score":307,"clip_influence_score":304,"loyal_clip_creators_score":304,"clip_creator_quality_score":304,"clip_creator_variety_score":304,"clip_creator_activity_score":304},0.07840063450786654,0.0824080459323976,0.07940857155335548,0.0777936011677385,0.07394342141095143,0.07930518984936002,0.08187211810444543,0.07715131041912782,"stable","low",[311,312,313,314],"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",[311,312,313,314],13,15,0.43,"2026-07-10T11:30:34+09:00",{"id":31,"display_name":32,"username":33,"profile_image_url":36},{"id":61,"name":51},85.6206051846986,33.33333333333333,55.11870007664712,472.7,"29.5","-5.0%","3","14","安定","➡️","低",[334,335,341,347,353,359,365,371,377,383,389,395,401,407,413,419,425,431,437,443,449,454,457,460,463,466,469,472,475],{"id":292,"prediction_date":293,"total_score":294,"weighted_total_score":295,"trend_change":297},{"id":336,"prediction_date":337,"total_score":338,"weighted_total_score":339,"trend_change":340},51642855,"2026-07-10",497.52207721341216,"31.4297",-19.25300759669746,{"id":342,"prediction_date":343,"total_score":344,"weighted_total_score":345,"trend_change":346},51384146,"2026-07-09",616.1493603730355,"40.3487",-0.46013137871953946,{"id":348,"prediction_date":349,"total_score":350,"weighted_total_score":351,"trend_change":352},51125725,"2026-07-08",618.997562391106,"40.5685",0.46234835667755797,{"id":354,"prediction_date":355,"total_score":356,"weighted_total_score":357,"trend_change":358},50862176,"2026-07-07",616.1488085003165,"40.3436",0.36216498280144976,{"id":360,"prediction_date":361,"total_score":362,"weighted_total_score":363,"trend_change":364},50608242,"2026-07-06",613.925385732664,"40.1711",1.1472557902142981,{"id":366,"prediction_date":367,"total_score":368,"weighted_total_score":369,"trend_change":370},50349780,"2026-07-05",606.9619792809639,"39.6344",-0.7510975320313479,{"id":372,"prediction_date":373,"total_score":374,"weighted_total_score":375,"trend_change":376},50092205,"2026-07-04",611.5553564704187,"40.4484",7.809973842198671,{"id":378,"prediction_date":379,"total_score":380,"weighted_total_score":381,"trend_change":382},49824611,"2026-07-03",567.2530422515003,"37.1415",12.725894121739403,{"id":384,"prediction_date":385,"total_score":386,"weighted_total_score":387,"trend_change":388},49577239,"2026-07-02",503.2144980273033,"32.365",2.2717353354380236,{"id":390,"prediction_date":391,"total_score":392,"weighted_total_score":393,"trend_change":394},49311325,"2026-07-01",492.0367258625514,"31.5267",1.0429919060107278,{"id":396,"prediction_date":397,"total_score":398,"weighted_total_score":399,"trend_change":400},49058328,"2026-06-30",486.9577954701099,"31.143",-4.577880637313795,{"id":402,"prediction_date":403,"total_score":404,"weighted_total_score":405,"trend_change":406},48805971,"2026-06-28",510.31961847257975,"33.4636",-9.749842856249224,{"id":408,"prediction_date":409,"total_score":410,"weighted_total_score":411,"trend_change":412},48550924,"2026-06-27",565.4501162360757,"37.1199",0.821246678371996,{"id":414,"prediction_date":415,"total_score":416,"weighted_total_score":417,"trend_change":418},48295329,"2026-06-26",560.8442018574792,"36.23",1.4327902673151391,{"id":420,"prediction_date":421,"total_score":422,"weighted_total_score":423,"trend_change":424},48040011,"2026-06-25",552.9219894074047,"35.6098",0.8729896386318339,{"id":426,"prediction_date":427,"total_score":428,"weighted_total_score":429,"trend_change":430},47785022,"2026-06-24",548.1368118345621,"35.2352",1.0429448322447008,{"id":432,"prediction_date":433,"total_score":434,"weighted_total_score":435,"trend_change":436},47530347,"2026-06-23",542.4790545689256,"34.7922",-6.926077456714275,{"id":438,"prediction_date":439,"total_score":440,"weighted_total_score":441,"trend_change":442},47275975,"2026-06-22",582.8475256499862,"36.1221",10.902406264263153,{"id":444,"prediction_date":445,"total_score":446,"weighted_total_score":447,"trend_change":448},47021972,"2026-06-21",525.5499364559786,"33.466",5.514227928337688,{"id":450,"prediction_date":451,"total_score":452,"weighted_total_score":453,"trend_change":41},46768349,"2026-06-20",498.08442593440327,"31.3133",{"id":455,"prediction_date":456,"total_score":452,"weighted_total_score":453,"trend_change":41},46515079,"2026-06-19",{"id":458,"prediction_date":459,"total_score":452,"weighted_total_score":453,"trend_change":41},46259794,"2026-06-18",{"id":461,"prediction_date":462,"total_score":452,"weighted_total_score":453,"trend_change":41},46009488,"2026-06-17",{"id":464,"prediction_date":465,"total_score":452,"weighted_total_score":453,"trend_change":41},45757126,"2026-06-16",{"id":467,"prediction_date":468,"total_score":452,"weighted_total_score":453,"trend_change":41},45253147,"2026-06-15",{"id":470,"prediction_date":471,"total_score":452,"weighted_total_score":34,"trend_change":34},45023041,"2026-06-14",{"id":473,"prediction_date":474,"total_score":452,"weighted_total_score":453,"trend_change":41},44772965,"2026-06-13",{"id":476,"prediction_date":477,"total_score":452,"weighted_total_score":453,"trend_change":41},44523104,"2026-06-12",{"trend_direction":308,"confidence":309,"reference_level":309,"reference_reasons":479,"growth_rate":297,"trend_change":297,"weighted_trend_change":298},[311,312,313,314],{"weighted_score":481,"regression_score":487,"ml_score":490,"momentum_score":495,"normalized_score":499,"clip_influence_score":504,"social_spread_score":505,"new_viewer_score":506,"genre_correlation_score":512,"bayesian_score":513,"clip_creator_variety_score":516,"clip_creator_activity_score":517,"clip_creator_growth_score":518,"clip_creator_quality_score":519,"loyal_clip_creators_score":520},{"current":482,"average":483,"max":484,"min":485,"trend":486},46.402161711909436,53.72,72.40145126196472,37.5,8.9,{"current":323,"average":488,"max":489,"min":323,"trend":41},35.58,50.649350649350644,{"current":322,"average":491,"max":492,"min":493,"trend":494},88.16,96.59106750049637,77.72998611746911,7.89,{"current":243,"average":496,"max":497,"min":498,"trend":41},48.39,97.4328413650173,26.135051189076624,{"current":324,"average":500,"max":501,"min":502,"trend":503},59.15,69.21351089365184,49.52110648360082,5.6,{"current":41,"average":41,"max":41,"min":41,"trend":41},{"current":243,"average":243,"max":243,"min":243,"trend":41},{"current":507,"average":508,"max":509,"min":510,"trend":511},2.1760829837536857,51.73,99.69634479097658,1.4612176225358098,-47.82,{"current":243,"average":243,"max":243,"min":243,"trend":41},{"current":243,"average":514,"max":515,"min":243,"trend":41},50.34,52.5974025974026,{"current":41,"average":41,"max":41,"min":41,"trend":41},{"current":41,"average":41,"max":41,"min":41,"trend":41},{"current":243,"average":243,"max":243,"min":243,"trend":41},{"current":41,"average":41,"max":41,"min":41,"trend":41},{"current":41,"average":41,"max":41,"min":41,"trend":41},{"weighted_score":522,"regression_score":524,"ml_score":526,"momentum_score":528,"normalized_score":530,"clip_influence_score":532,"social_spread_score":534,"new_viewer_score":536,"genre_correlation_score":538,"bayesian_score":540,"clip_creator_variety_score":542,"clip_creator_activity_score":544,"clip_creator_growth_score":546,"clip_creator_quality_score":548,"loyal_clip_creators_score":550},{"name":523,"desc":230},"総合加重モデルV4",{"name":525,"desc":235},"時系列回帰",{"name":527,"desc":240},"機械学習モデル",{"name":529,"desc":245},"モメンタムスコア",{"name":531,"desc":250},"スコア正規化モデル",{"name":533,"desc":254},"クリップ作成者影響度指数",{"name":535,"desc":258},"ソーシャル拡散度",{"name":537,"desc":263},"新規視聴者率モデル",{"name":539,"desc":267},"ジャンル相関分析",{"name":541,"desc":271},"ベイズ更新モデル",{"name":543,"desc":275},"クリップ作成者多様性スコア",{"name":545,"desc":279},"クリップ活動量スコア",{"name":547,"desc":283},"クリップ視聴数成長スコア",{"name":549,"desc":287},"クリップ品質スコア",{"name":551,"desc":291},"常連クリップ作成者スコア",{"modelVersion":553,"generatedAt":554,"targetMetric":555,"targetHorizonDays":19,"validationPeriodStart":385,"validationPeriodEnd":343,"validationSampleCount":556,"validationMetricSampleCount":557,"correlation":558,"legacyTrendCorrelation":559,"scoreCorrelation":558,"scoreSpearmanCorrelation":560,"topDecileLift":561,"topDecileAvgGrowth":562,"overallAvgGrowth":563,"mae":564,"rmse":565,"directionAccuracy":566,"modelReliabilityLevel":309,"candidateApproachCount":317,"enabledApproachCount":316,"predictionDataStatus":567,"notice":571,"explanation":572},"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）",257502,10328,0.024864667597931968,0.02209539215135899,0.12411846352562246,3.2650616314842784,15.134733611157335,4.635359242599403,8.342586166939528,100.45553264781012,0.37190162664601084,{"latestAvailableDate":293,"exposedPredictionDate":293,"isServingLatestAvailable":27,"healthLevel":568,"servingFallbackReason":34,"latestAvailablePredictionCount":569,"latestAvailableCompletedCount":569,"latestAvailableNullTotalScoreCount":41,"latestAvailableNullTrendChangeCount":41,"latestAvailableNullWeightedScoreCount":41,"minimumCompletedPredictionCount":570},"healthy",260500,100000,"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":573,"reliabilityInterpretation":574,"metricDefinitions":575,"limitations":587,"improvementPolicy":592},"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":576,"scoreCorrelation":577,"scoreSpearmanCorrelation":578,"topDecileLift":579,"topDecileAvgGrowth":580,"overallAvgGrowth":581,"legacyTrendCorrelation":582,"mae":583,"rmse":584,"directionAccuracy":585,"validationMetricSampleCount":586},"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。",[588,589,590,591],"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。",[593,594,595,596],"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。"]