{"id":"W4327892736","doi":"10.1093/ehjacc/zuad027","title":"In perspective: the patient at the heart of research in acute cardiovascular care","year":2023,"lang":"en","type":"article","venue":"European Heart Journal Acute Cardiovascular Care","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"Medical Research Council; Barts Charity","keywords":"Perspective (graphical); Medicine; Intensive care medicine; Acute care; Cardiology; Internal medicine; Medical emergency; Health care; Computer science; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00694534,0.0003835671,0.001777431,0.0006661855,0.0005390038,0.00009837565,0.0004594135,0.0001263,0.00003888075],"category_scores_gemma":[0.0003643689,0.000226025,0.007086005,0.002371164,0.0004422097,0.0001390923,0.0005138293,0.001854992,0.0002875332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009869541,"about_ca_system_score_gemma":0.0002554366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001906953,"about_ca_topic_score_gemma":0.00001645394,"domain_scores_codex":[0.9890678,0.005473033,0.0007783342,0.0006682404,0.003045269,0.0009673344],"domain_scores_gemma":[0.9960458,0.0005737631,0.00007318139,0.001858653,0.001149939,0.0002986435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00341554,0.0004270175,0.275923,0.001530134,0.06608494,0.2701484,0.2535069,0.03851101,0.002296698,0.0006996086,0.04957404,0.0378828],"study_design_scores_gemma":[0.002326288,0.0003047507,0.1899837,0.0003473599,0.001179575,0.009358106,0.04939538,0.000007416701,0.0004443499,0.000008002999,0.7463714,0.000273727],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.847066,0.1309974,0.000007092401,0.005488503,0.0006635965,0.001519949,0.00003824296,0.00006429863,0.01415492],"genre_scores_gemma":[0.9903327,0.007329922,0.00005148416,0.0007053186,0.0007422634,0.00004221779,0.00002620642,0.0001320495,0.0006378088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6967974,"threshold_uncertainty_score":0.9217033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04609237361270842,"score_gpt":0.3415707468557661,"score_spread":0.2954783732430577,"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."}}