[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"editorial-notice-ribbon-announcements":3,"streamer-base-91933606":29,"prediction-91933606-v2":229},{"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":33,"seo_similar_streamers":228},{"id":31,"display_name":32,"username":32,"language":33,"is_partner":34,"is_affiliate":34,"profile_image_url":35,"description":36,"is_live":34,"current_viewer_count":37,"avg_viewer_count":38,"peak_viewer_count":39,"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":53,"total_clip_views":53,"recent_sessions":54,"recent_clips":98,"percentile_history":99,"weekly_data":220,"creator":224,"youtube_channels":227,"twitcasting_user":33,"seo_indexable":34},91933606,"husigibanana",null,false,"https:\u002F\u002Fstatic-cdn.jtvnw.net\u002Fjtv_user_pictures\u002F449b9a53-ff29-4538-85b7-71989a5a01b1-profile_image-300x300.png","VALORANTめっちゃ口悪いです",2,1.9,5,17,1,49.19683048652648,-1.2957540165359376,-4.2299583912367495,"2026-07-11T13:08:06.000+09:00","2026-07-11T14:30:02.230+09:00",49,2820,{"id":50,"name":51},"516575","VALORANT","オラコンペにいくさー",0,[55,63,71,81,89],{"id":56,"title":52,"started_at":45,"ended_at":46,"duration_minutes":57,"average_viewers":37,"peak_viewers":37,"followers_gained":53,"thumbnail_url":58,"language":59,"tags":33,"game_category":60,"vod_archives":62},13453861,82,"https:\u002F\u002Fstatic-cdn.jtvnw.net\u002Fpreviews-ttv\u002Flive_user_husigibanana-{width}x{height}.jpg","ja",{"id":61,"name":51},14,[],{"id":64,"title":65,"started_at":66,"ended_at":67,"duration_minutes":68,"average_viewers":37,"peak_viewers":37,"followers_gained":53,"thumbnail_url":58,"language":59,"tags":33,"game_category":69,"vod_archives":70},13400994,"スイフト王に俺はなる","2026-07-09T20:52:33.000+09:00","2026-07-09T21:20:06.713+09:00",28,{"id":61,"name":51},[],{"id":72,"title":73,"started_at":74,"ended_at":75,"duration_minutes":76,"average_viewers":37,"peak_viewers":37,"followers_gained":33,"thumbnail_url":58,"language":59,"tags":33,"game_category":77,"vod_archives":80},13322011,"エペ","2026-07-07T00:15:21.000+09:00","2026-07-07T00:40:06.411+09:00",25,{"id":78,"name":79},15,"Apex Legends",[],{"id":82,"title":73,"started_at":83,"ended_at":84,"duration_minutes":85,"average_viewers":37,"peak_viewers":86,"followers_gained":53,"thumbnail_url":58,"language":59,"tags":33,"game_category":87,"vod_archives":88},13307140,"2026-07-06T19:44:39.000+09:00","2026-07-06T21:00:04.571+09:00",75,4,{"id":78,"name":79},[],{"id":90,"title":91,"started_at":92,"ended_at":93,"duration_minutes":94,"average_viewers":95,"peak_viewers":86,"followers_gained":53,"thumbnail_url":58,"language":59,"tags":33,"game_category":96,"vod_archives":97},13305757,"アップ","2026-07-06T18:56:20.000+09:00","2026-07-06T19:52:25.751+09:00",56,3,{"id":61,"name":51},[],[],[100,104,108,112,116,120,124,128,132,136,140,144,148,152,156,160,164,168,172,176,180,184,188,192,196,200,204,208,212,216],{"id":101,"percentile":102,"measured_on":103},14872418,2.4993926141885328,"2026-03-31",{"id":105,"percentile":106,"measured_on":107},14952253,17.925426597947496,"2026-04-02",{"id":109,"percentile":110,"measured_on":111},15017872,17.882509730278205,"2026-04-03",{"id":113,"percentile":114,"measured_on":115},15083515,17.890338793181748,"2026-04-04",{"id":117,"percentile":118,"measured_on":119},15149283,17.10838279043779,"2026-04-05",{"id":121,"percentile":122,"measured_on":123},15214622,17.044038537519377,"2026-04-06",{"id":125,"percentile":126,"measured_on":127},15279928,18.107766561610255,"2026-04-07",{"id":129,"percentile":130,"measured_on":131},15345224,25.337590125870708,"2026-04-08",{"id":133,"percentile":134,"measured_on":135},15363699,23.2409968066739,"2026-04-09",{"id":137,"percentile":138,"measured_on":139},15475688,24.12435867983766,"2026-04-10",{"id":141,"percentile":142,"measured_on":143},15541208,24.31541196851351,"2026-04-11",{"id":145,"percentile":146,"measured_on":147},15607144,27.349472189921016,"2026-04-12",{"id":149,"percentile":150,"measured_on":151},15672736,24.293012224046706,"2026-04-13",{"id":153,"percentile":154,"measured_on":155},15738417,24.181318096859,"2026-04-14",{"id":157,"percentile":158,"measured_on":159},15816898,22.595204084733915,"2026-04-15",{"id":161,"percentile":162,"measured_on":163},15882494,22.6175426839484,"2026-04-16",{"id":165,"percentile":166,"measured_on":167},15948093,24.68665763062912,"2026-04-17",{"id":169,"percentile":170,"measured_on":171},16014007,27.662959483620714,"2026-04-18",{"id":173,"percentile":174,"measured_on":175},16079921,27.743773104660324,"2026-04-19",{"id":177,"percentile":178,"measured_on":179},16145546,29.77958537068348,"2026-04-20",{"id":181,"percentile":182,"measured_on":183},16225417,29.578711262340356,"2026-04-21",{"id":185,"percentile":186,"measured_on":187},16290912,28.634408274094643,"2026-04-22",{"id":189,"percentile":190,"measured_on":191},16392630,36.091490077362934,"2026-04-24",{"id":193,"percentile":194,"measured_on":195},16428811,46.96883939361491,"2026-04-25",{"id":197,"percentile":198,"measured_on":199},16665238,53.52671472899332,"2026-04-29",{"id":201,"percentile":202,"measured_on":203},16730626,44.04947082685211,"2026-04-30",{"id":205,"percentile":206,"measured_on":207},16795613,38.05710413650784,"2026-05-01",{"id":209,"percentile":210,"measured_on":211},16859479,37.976113874982346,"2026-05-02",{"id":213,"percentile":214,"measured_on":215},16993572,37.831809056435425,"2026-05-03",{"id":217,"percentile":218,"measured_on":219},17100930,37.50150958369995,"2026-05-04",{"Fri":221,"Mon":222,"Thu":223},{"19:00":41,"20:00":37},{"01:00":95,"02:00":95,"06:00":37},{"03:00":37},{"id":225,"name":32,"primary_platform":226,"verified":34,"total_followers":95},228257,"twitch",[],[],{"streamer":230,"latest_prediction":231,"historical_predictions":336,"trend_analysis":471,"approach_performance":473,"available_approaches":512,"model_summary":543},{"id":31,"display_name":32,"username":32,"profile_image_url":35},{"approaches":232,"id":298,"streamer_id":31,"prediction_date":299,"total_score":300,"weighted_total_score":301,"score":302,"trend_change":53,"weighted_trend_change":53,"viewer_count":53,"follower_count":53,"scoring_weights":303,"trend_direction":312,"trendDirection":312,"confidence":313,"reference_level":313,"referenceLevel":313,"reference_reasons":314,"referenceReasons":319,"growth_rate":53,"growthRate":53,"observed_days":320,"observedDays":320,"session_count":61,"sessionCount":61,"data_completeness":321,"dataCompleteness":321,"last_streamed_at":322,"lastStreamedAt":322,"current_viewer_count":37,"current_follower_count":40,"streamer":323,"category":324,"ml_score":325,"bayesian_score":250,"regression_score":326,"momentum_score":250,"growth_potential_score":325,"quality_score":327,"normalized_score":327,"clip_influence_composite":53,"clip_influence_score":53,"clip_creator_activity_score":53,"clip_creator_growth_score":250,"clip_creator_quality_score":53,"clip_creator_variety_score":53,"formatted_total_score":328,"formatted_weighted_score":329,"formatted_trend_change":330,"formatted_growth_rate":330,"formatted_current_viewers":331,"formatted_current_followers":332,"trend_direction_text":333,"trend_direction_icon":334,"confidence_text":335,"reference_level_text":335},[233,238,243,248,253,258,262,266,270,274,278,282,286,290,294],{"name":234,"value":235,"enabled":27,"info":236},"weighted_score",59.77,{"description":237},"フォロワー(30%)・配信(25%)・視聴者(25%)・クリップ(20%)の加重評価",{"name":239,"value":240,"enabled":27,"info":241},"regression_score",33.33,{"description":242},"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":244,"value":245,"enabled":27,"info":246},"ml_score",93,{"description":247},"各種メトリクスを特徴量に成長確率を推定",{"name":249,"value":250,"enabled":27,"info":251},"momentum_score",50,{"description":252},"日次成長率と週次成長率の差分による勢い評価",{"name":254,"value":255,"enabled":27,"info":256},"normalized_score",62.03,{"description":257},"複数スコアを統計的に標準化して平均",{"name":259,"value":53,"enabled":27,"info":260},"clip_influence_score",{"description":261},"影響力ある作成者のクリップ数を重視",{"name":263,"value":250,"enabled":27,"info":264},"social_spread_score",{"description":265},"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":267,"value":250,"enabled":27,"info":268},"new_viewer_score",{"description":269},"一定期間の新規視聴者比率で成長余地を推定",{"name":271,"value":250,"enabled":27,"info":272},"genre_correlation_score",{"description":273},"人気ジャンルとの一致度を評価",{"name":275,"value":250,"enabled":27,"info":276},"bayesian_score",{"description":277},"フォロワー成長率の安定性を考慮した評価",{"name":279,"value":53,"enabled":27,"info":280},"clip_creator_variety_score",{"description":281},"クリップ作成者のユニーク数を用いて多様性を評価",{"name":283,"value":53,"enabled":27,"info":284},"clip_creator_activity_score",{"description":285},"直近1週間の総クリップ数で活発度を測定",{"name":287,"value":250,"enabled":27,"info":288},"clip_creator_growth_score",{"description":289},"前週比のクリップ視聴数増加分を利用",{"name":291,"value":53,"enabled":27,"info":292},"clip_creator_quality_score",{"description":293},"クリップ平均視聴数から質を評価",{"name":295,"value":53,"enabled":27,"info":296},"loyal_clip_creators_score",{"description":297},"同一配信者で複数回作成したユーザー数を指標",51756230,"2026-07-11",548.1368118345621,"35.2352",35.2352,{"ml_score":304,"bayesian_score":305,"momentum_score":306,"weighted_score":307,"new_viewer_score":308,"normalized_score":309,"regression_score":310,"social_spread_score":311,"clip_influence_score":308,"loyal_clip_creators_score":308,"clip_creator_quality_score":308,"clip_creator_variety_score":308,"clip_creator_activity_score":308},0.07840063450786654,0.0824080459323976,0.07940857155335548,0.0777936011677385,0.07394342141095143,0.07930518984936002,0.08187211810444543,0.07715131041912782,"stable","low",[315,316,317,318],"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",[315,316,317,318],13,0.43,"2026-07-11T13:08:06+09:00",{"id":31,"display_name":32,"username":32,"profile_image_url":35},{"id":61,"name":51},92.99750538321958,33.33333333333333,62.03420295864053,548.1,"35.2","0.0%","2","17","安定","➡️","低",[337,338,342,347,350,354,359,362,365,368,371,374,378,384,390,396,402,408,414,420,426,432,438,442,448,454,460,464,467],{"id":298,"prediction_date":299,"total_score":300,"weighted_total_score":301,"trend_change":53},{"id":339,"prediction_date":340,"total_score":300,"weighted_total_score":301,"trend_change":341},51465935,"2026-07-10",1.0429448322447008,{"id":343,"prediction_date":344,"total_score":345,"weighted_total_score":346,"trend_change":53},51228357,"2026-07-09",542.4790545689256,"34.7922",{"id":348,"prediction_date":349,"total_score":345,"weighted_total_score":346,"trend_change":53},50967404,"2026-07-08",{"id":351,"prediction_date":352,"total_score":345,"weighted_total_score":346,"trend_change":353},50722475,"2026-07-07",24.470000642290433,{"id":355,"prediction_date":356,"total_score":357,"weighted_total_score":358,"trend_change":53},50427728,"2026-07-06",435.83116555766344,"26.4307",{"id":360,"prediction_date":361,"total_score":357,"weighted_total_score":358,"trend_change":53},50195804,"2026-07-05",{"id":363,"prediction_date":364,"total_score":357,"weighted_total_score":358,"trend_change":53},49919825,"2026-07-04",{"id":366,"prediction_date":367,"total_score":357,"weighted_total_score":358,"trend_change":53},49704173,"2026-07-03",{"id":369,"prediction_date":370,"total_score":357,"weighted_total_score":358,"trend_change":53},49416620,"2026-07-02",{"id":372,"prediction_date":373,"total_score":357,"weighted_total_score":358,"trend_change":53},49190950,"2026-07-01",{"id":375,"prediction_date":376,"total_score":357,"weighted_total_score":358,"trend_change":377},48932509,"2026-06-30",-12.175891146543986,{"id":379,"prediction_date":380,"total_score":381,"weighted_total_score":382,"trend_change":383},48642116,"2026-06-28",496.254583448031,"31.2943",-19.865174400273176,{"id":385,"prediction_date":386,"total_score":387,"weighted_total_score":388,"trend_change":389},48401663,"2026-06-27",619.2745535216123,"40.59",3.5867647076542095,{"id":391,"prediction_date":392,"total_score":393,"weighted_total_score":394,"trend_change":395},48125358,"2026-06-26",597.8317358104081,"39.3609",-1.3937632108402198,{"id":397,"prediction_date":398,"total_score":399,"weighted_total_score":400,"trend_change":401},47870360,"2026-06-25",606.2818694609491,"40.0107",-4.93033780188297,{"id":403,"prediction_date":404,"total_score":405,"weighted_total_score":406,"trend_change":407},47629547,"2026-06-24",637.723807409255,"42.0303",-0.5722793839665055,{"id":409,"prediction_date":410,"total_score":411,"weighted_total_score":412,"trend_change":413},47385763,"2026-06-23",641.3943751883788,"42.3173",7.464596040294805,{"id":415,"prediction_date":416,"total_score":417,"weighted_total_score":418,"trend_change":419},47118378,"2026-06-22",596.8424940134538,"39.7439",0.7040837302198802,{"id":421,"prediction_date":422,"total_score":423,"weighted_total_score":424,"trend_change":425},46905692,"2026-06-21",592.6696037594251,"38.6033",6.210782028170649,{"id":427,"prediction_date":428,"total_score":429,"weighted_total_score":430,"trend_change":431},46642452,"2026-06-20",558.0126541222804,"36.4276",0.9206840770307713,{"id":433,"prediction_date":434,"total_score":435,"weighted_total_score":436,"trend_change":437},46373479,"2026-06-19",552.9219894074047,"35.6098",0.8729896386318339,{"id":439,"prediction_date":440,"total_score":300,"weighted_total_score":301,"trend_change":441},46145988,"2026-06-18",18.245299817860477,{"id":443,"prediction_date":444,"total_score":445,"weighted_total_score":446,"trend_change":447},45868452,"2026-06-17",463.5590697295253,"28.8217",-6.69385879176304,{"id":449,"prediction_date":450,"total_score":451,"weighted_total_score":452,"trend_change":453},45638026,"2026-06-16",496.81517607182195,"29.7064",-2.35071739215766,{"id":455,"prediction_date":456,"total_score":457,"weighted_total_score":458,"trend_change":459},45365485,"2026-06-15",508.7750394101944,"32.1514",16.736727342386434,{"id":461,"prediction_date":462,"total_score":463,"weighted_total_score":33,"trend_change":33},45169545,"2026-06-14",553.3437127969304,{"id":465,"prediction_date":466,"total_score":357,"weighted_total_score":358,"trend_change":53},44913286,"2026-06-13",{"id":468,"prediction_date":469,"total_score":357,"weighted_total_score":358,"trend_change":470},44660232,"2026-06-12",-15.905229457828462,{"trend_direction":312,"confidence":313,"reference_level":313,"reference_reasons":472,"growth_rate":53,"trend_change":53,"weighted_trend_change":53},[315,316,317,318],{"weighted_score":474,"regression_score":480,"ml_score":483,"momentum_score":488,"normalized_score":492,"clip_influence_score":497,"social_spread_score":498,"new_viewer_score":499,"genre_correlation_score":503,"bayesian_score":504,"clip_creator_variety_score":507,"clip_creator_activity_score":508,"clip_creator_growth_score":509,"clip_creator_quality_score":510,"loyal_clip_creators_score":511},{"current":475,"average":476,"max":477,"min":478,"trend":479},59.7717701593687,47.28,86.69633712760029,17.416092081753813,42.36,{"current":326,"average":481,"max":482,"min":326,"trend":53},34.47,46.93877551020408,{"current":325,"average":484,"max":485,"min":486,"trend":487},79.06,98.52518585015486,51.12394875316044,41.87,{"current":250,"average":489,"max":490,"min":491,"trend":53},51.41,94.56867338673594,30.654399138843726,{"current":327,"average":493,"max":494,"min":495,"trend":496},53.61,72.85161877036283,33.95779138941586,28.08,{"current":53,"average":53,"max":53,"min":53,"trend":53},{"current":250,"average":250,"max":250,"min":250,"trend":53},{"current":250,"average":500,"max":501,"min":502,"trend":53},55.24,99.98790010692748,1.2431650853185816,{"current":250,"average":250,"max":250,"min":250,"trend":53},{"current":250,"average":505,"max":506,"min":250,"trend":53},50.17,52.04081632653062,{"current":53,"average":53,"max":53,"min":53,"trend":53},{"current":53,"average":53,"max":53,"min":53,"trend":53},{"current":250,"average":250,"max":250,"min":250,"trend":53},{"current":53,"average":53,"max":53,"min":53,"trend":53},{"current":53,"average":53,"max":53,"min":53,"trend":53},{"weighted_score":513,"regression_score":515,"ml_score":517,"momentum_score":519,"normalized_score":521,"clip_influence_score":523,"social_spread_score":525,"new_viewer_score":527,"genre_correlation_score":529,"bayesian_score":531,"clip_creator_variety_score":533,"clip_creator_activity_score":535,"clip_creator_growth_score":537,"clip_creator_quality_score":539,"loyal_clip_creators_score":541},{"name":514,"desc":237},"総合加重モデルV4",{"name":516,"desc":242},"時系列回帰",{"name":518,"desc":247},"機械学習モデル",{"name":520,"desc":252},"モメンタムスコア",{"name":522,"desc":257},"スコア正規化モデル",{"name":524,"desc":261},"クリップ作成者影響度指数",{"name":526,"desc":265},"ソーシャル拡散度",{"name":528,"desc":269},"新規視聴者率モデル",{"name":530,"desc":273},"ジャンル相関分析",{"name":532,"desc":277},"ベイズ更新モデル",{"name":534,"desc":281},"クリップ作成者多様性スコア",{"name":536,"desc":285},"クリップ活動量スコア",{"name":538,"desc":289},"クリップ視聴数成長スコア",{"name":540,"desc":293},"クリップ品質スコア",{"name":542,"desc":297},"常連クリップ作成者スコア",{"modelVersion":544,"generatedAt":545,"targetMetric":546,"targetHorizonDays":19,"validationPeriodStart":364,"validationPeriodEnd":299,"validationSampleCount":547,"validationMetricSampleCount":548,"correlation":549,"legacyTrendCorrelation":550,"scoreCorrelation":549,"scoreSpearmanCorrelation":551,"topDecileLift":552,"topDecileAvgGrowth":553,"overallAvgGrowth":554,"mae":555,"rmse":556,"directionAccuracy":557,"modelReliabilityLevel":313,"candidateApproachCount":78,"enabledApproachCount":320,"predictionDataStatus":558,"notice":566,"explanation":567},"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,{"latestAvailableDate":559,"exposedPredictionDate":299,"isServingLatestAvailable":34,"healthLevel":560,"servingFallbackReason":561,"latestAvailablePredictionCount":562,"latestAvailableCompletedCount":563,"latestAvailableNullTotalScoreCount":53,"latestAvailableNullTrendChangeCount":53,"latestAvailableNullWeightedScoreCount":564,"minimumCompletedPredictionCount":565},"2026-07-12","degraded","latest_prediction_date_incomplete",260949,109491,151458,100000,"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":568,"reliabilityInterpretation":569,"metricDefinitions":570,"limitations":582,"improvementPolicy":587},"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":571,"scoreCorrelation":572,"scoreSpearmanCorrelation":573,"topDecileLift":574,"topDecileAvgGrowth":575,"overallAvgGrowth":576,"legacyTrendCorrelation":577,"mae":578,"rmse":579,"directionAccuracy":580,"validationMetricSampleCount":581},"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。",[583,584,585,586],"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。",[588,589,590,591],"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。"]