{"id":"W4407573067","doi":"10.1016/j.jacadv.2025.101597","title":"Generalizability of SELECT to Cardiac Surgical Patients","year":2025,"lang":"en","type":"article","venue":"JACC Advances","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Generalizability theory; Medicine; Psychology; Medical physics; Intensive care medicine; Developmental psychology","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":[0.01857628,0.0005568404,0.001013162,0.002454348,0.00135625,0.002478625,0.001422234,0.001326065,0.01986986],"category_scores_gemma":[0.1488279,0.000291983,0.002605788,0.003302914,0.00126447,0.001866084,0.002500407,0.001975831,0.00147641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001560665,"about_ca_system_score_gemma":0.002305766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00810067,"about_ca_topic_score_gemma":0.01301117,"domain_scores_codex":[0.9818672,0.008897045,0.002290984,0.002951336,0.002798286,0.00119515],"domain_scores_gemma":[0.8752738,0.06971189,0.02455018,0.01752917,0.008785502,0.004149593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007542548,0.0001396233,0.9574454,0.0003310655,0.001121163,0.0001995875,0.001062674,0.0004809668,0.0001838904,0.001478688,0.01320592,0.02359669],"study_design_scores_gemma":[0.0001925037,0.0006310996,0.9701663,0.0005668111,0.0008343073,0.000736851,0.003562032,0.001504556,0.0003164507,0.008081119,0.01336645,0.00004153077],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8704147,0.006183166,0.01421691,0.01692274,0.002583964,0.001140139,0.01652646,0.0002032874,0.07180861],"genre_scores_gemma":[0.9874604,0.0006483084,0.001030913,0.005603422,0.001028881,0.0003966299,0.002385635,0.0000875402,0.001358397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01986986,"threshold_uncertainty_score":0.09824193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004073941862188738,"score_gpt":0.2964468380359384,"score_spread":0.2923728961737496,"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."}}