{"id":"W4409927585","doi":"10.1097/jcn.0000000000001217","title":"Identifying Selected Mental Health, Physical, and Social Determinants of Extended Length of Stay After Elective Cardiac Surgery","year":2025,"lang":"en","type":"article","venue":"The Journal of Cardiovascular Nursing","topic":"Cardiac Health and Mental Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Trillium Health Centre; Canadian Physiotherapy Association; NOSM University","funders":"","keywords":"Medicine; Cardiac surgery; Mental health; Coronary artery disease; Bypass grafting; Artery; Surgery; Emergency medicine; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002723887,0.0001595772,0.001621893,0.0002742508,0.0001908505,0.00000752566,0.00006217605,0.00006532933,0.000001212061],"category_scores_gemma":[0.00006875244,0.0001207758,0.001113266,0.0004595216,0.0002066804,0.0001019887,0.00002387362,0.0003490466,1.908885e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004057949,"about_ca_system_score_gemma":0.001030211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001244435,"about_ca_topic_score_gemma":0.0000029598,"domain_scores_codex":[0.9972782,0.00078251,0.0007576859,0.0001373429,0.0006778301,0.000366419],"domain_scores_gemma":[0.9986172,0.0002019748,0.0004585423,0.0002135587,0.0003655677,0.0001431985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.009674818,0.0009405726,0.02020916,0.005742729,0.007218866,0.0000483774,0.04257035,0.000009389043,0.008482889,0.00002397021,0.002542424,0.9025365],"study_design_scores_gemma":[0.005159837,0.001379976,0.882805,0.00868482,0.006953408,0.001263754,0.01571699,0.0001027379,0.07532731,0.0003845094,0.001840088,0.0003815286],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9676918,0.03045609,0.0002388866,0.0003831709,0.0006318697,0.0004686792,0.00001883952,0.000006486821,0.0001041165],"genre_scores_gemma":[0.9963214,0.003161769,0.0001165332,0.00009731728,0.0002670979,0.000002872772,0.000003009484,0.00001874828,0.00001128547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9021549,"threshold_uncertainty_score":0.4925092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01770393466787803,"score_gpt":0.3419990262928542,"score_spread":0.3242950916249762,"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."}}