{"id":"W4388850723","doi":"10.1093/ehjacc/zuad136","title":"Editors' perspective","year":2023,"lang":"en","type":"article","venue":"European Heart Journal Acute Cardiovascular Care","topic":"Cardiac Structural Anomalies and Repair","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian VIGOUR Centre; University of Alberta","funders":"","keywords":"Perspective (graphical); Engineering ethics; Psychology; Computer science; Engineering; Artificial intelligence","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":[0.008616114,0.001790532,0.001593279,0.002133648,0.00278393,0.01085741,0.003973196,0.01572815,0.06552967],"category_scores_gemma":[0.06610875,0.000694501,0.00199523,0.001228265,0.002412151,0.008039589,0.003623474,0.0139053,0.03830872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002743516,"about_ca_system_score_gemma":0.007254699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009408148,"about_ca_topic_score_gemma":0.001873829,"domain_scores_codex":[0.9919401,0.001166474,0.0008218496,0.001702475,0.003441723,0.0009273674],"domain_scores_gemma":[0.9537069,0.01019963,0.003454136,0.001940505,0.02240776,0.008291124],"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":[0.00001675318,0.00001192272,0.00007000901,0.0001682811,0.000004961326,0.0001210769,0.00005075008,0.00002440137,0.00005153178,0.001099837,0.9848348,0.01354571],"study_design_scores_gemma":[0.00001419378,0.00001462605,0.0001043209,0.0003111327,0.000006469804,0.0003677693,0.00008794341,0.00003117152,0.00007129621,0.001222796,0.9977573,0.00001110082],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001861826,0.007576992,0.0003695776,0.1939245,0.78886,0.00003320658,0.0001661563,0.0001389106,0.008744461],"genre_scores_gemma":[0.00276346,0.009955574,0.0006951247,0.2711004,0.6729479,0.00009098976,0.0001563568,0.0001575428,0.04213259],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.06552967,"threshold_uncertainty_score":0.2192186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01787323474289224,"score_gpt":0.2780634355125873,"score_spread":0.260190200769695,"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."}}