{"id":"W4417333958","doi":"10.1177/30494826251404921","title":"One World: Many Heart Valve Voices","year":2025,"lang":"en","type":"article","venue":"Journal of the Heart Valve Society","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut Universitaire de Cardiologie et de Pneumologie de Québec; Université Laval","funders":"","keywords":"","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":[0.006842779,0.0007162591,0.00103509,0.001326454,0.007478245,0.01266576,0.001083744,0.009005062,0.02497257],"category_scores_gemma":[0.01307326,0.0003673065,0.0005837284,0.001104316,0.007088826,0.01653135,0.007908885,0.01606839,0.005774588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00210264,"about_ca_system_score_gemma":0.00392005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00138335,"about_ca_topic_score_gemma":0.003841527,"domain_scores_codex":[0.9950107,0.001823836,0.0002355856,0.0004099179,0.001563418,0.0009565278],"domain_scores_gemma":[0.988274,0.003406824,0.0005418866,0.0004395607,0.001880456,0.005457194],"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":[0.0001306739,0.0001115169,0.002207375,0.0003239395,0.00004371098,0.001082825,0.006481509,0.00006407518,0.0006335699,0.06552626,0.7962083,0.1271863],"study_design_scores_gemma":[0.00002919443,0.00004977677,0.001181681,0.0006672665,0.00002736912,0.001426298,0.01639654,0.00006906175,0.0001123739,0.03790028,0.9420873,0.00005299584],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.003202495,0.05170843,0.0008008564,0.8823463,0.0333791,0.000006749018,0.00007482393,0.00006786028,0.02841333],"genre_scores_gemma":[0.1171488,0.0596185,0.001910412,0.6842664,0.08013731,0.00004810431,0.0002070086,0.00026771,0.05639576],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02497257,"threshold_uncertainty_score":0.08354151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01635729598866847,"score_gpt":0.3485694655195956,"score_spread":0.3322121695309271,"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."}}