{"id":"W2987758445","doi":"10.1093/eurheartj/ehz808","title":"All for one, but not one for all","year":2019,"lang":"en","type":"letter","venue":"European Heart Journal","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian VIGOUR Centre; University of Alberta","funders":"","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002720112,0.0006184959,0.001046053,0.0007278312,0.005148645,0.00417542,0.0007832996,0.04438942,0.0113272],"category_scores_gemma":[0.031976,0.0005109992,0.001053906,0.0005574134,0.002208812,0.003971753,0.001547979,0.03265082,0.008217804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003336425,"about_ca_system_score_gemma":0.005119232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005537541,"about_ca_topic_score_gemma":0.01134304,"domain_scores_codex":[0.9969283,0.0008927312,0.0004270914,0.0003934029,0.0008875246,0.0004709923],"domain_scores_gemma":[0.9902825,0.004450781,0.0007217018,0.0002727564,0.001506909,0.00276536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004336303,0.00005500294,0.001494543,0.00004767718,0.00002259255,0.0022316,0.0001722174,0.00004694558,0.0001628257,0.003042426,0.9844052,0.008275509],"study_design_scores_gemma":[0.000225699,0.0001212266,0.003669028,0.0007316226,0.00006756856,0.007147881,0.00124519,0.0008119514,0.0002290393,0.02343394,0.9621931,0.0001237591],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003014594,0.0004298351,0.00005816546,0.985297,0.01099184,0.00000516655,0.00002865737,0.00001289119,0.002874894],"genre_scores_gemma":[0.003460009,0.0005820935,0.0001752753,0.9546193,0.03382894,0.00002047493,0.00002073823,0.00001812146,0.007274997],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04438942,"threshold_uncertainty_score":0.0378933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2480988302377304,"score_gpt":0.3742661126788795,"score_spread":0.1261672824411491,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}