{"id":"W2984810534","doi":"10.1016/j.jcin.2019.10.005","title":"One Step Forward, Two Back","year":2019,"lang":"en","type":"letter","venue":"JACC: Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"Canadian Institutes of Health Research; University of Toronto; Heart and Stroke Foundation of Canada","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00547264,0.001041084,0.00159099,0.001089543,0.006209005,0.008777445,0.001774497,0.07722993,0.02092809],"category_scores_gemma":[0.03589401,0.0006900543,0.00169158,0.0005154015,0.00450286,0.008365908,0.003163381,0.07053397,0.01639143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005298665,"about_ca_system_score_gemma":0.005854074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006511943,"about_ca_topic_score_gemma":0.0130553,"domain_scores_codex":[0.9935207,0.00189657,0.0006488894,0.000809929,0.002048191,0.001075646],"domain_scores_gemma":[0.9865249,0.005655915,0.0007552073,0.0004695086,0.002205235,0.004389077],"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":[0.00006394902,0.00006195681,0.0003583662,0.00004148736,0.00002056237,0.0007542805,0.00008635609,0.00004343574,0.000124719,0.004566798,0.9874741,0.006404026],"study_design_scores_gemma":[0.0002593162,0.0001484855,0.001235749,0.0005541649,0.00003946646,0.001473994,0.0009945532,0.0005912919,0.0001390336,0.02925384,0.9651896,0.0001204074],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001168815,0.0005613809,0.00007179065,0.9790224,0.01780899,0.000006934654,0.0000313232,0.0000175974,0.002362582],"genre_scores_gemma":[0.001523745,0.0004393071,0.0002389152,0.9574459,0.03289222,0.0000212129,0.00002258214,0.00001890827,0.007397132],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07722993,"threshold_uncertainty_score":0.07001144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04162442110542053,"score_gpt":0.3450491573711048,"score_spread":0.3034247362656842,"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."}}