{"id":"W4414780431","doi":"10.1016/j.jacadv.2025.101946","title":"Family Engagement in Cardiac Intensive Care and Patient Outcomes","year":2025,"lang":"en","type":"article","venue":"JACC Advances","topic":"Family and Patient Care in Intensive Care Units","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Jewish General Hospital; McGill University","funders":"Fonds de Recherche du Québec - Santé; Fondation de l'Hôpital général juif","keywords":"Intensive care; MEDLINE; Intensive care unit; Cardiopulmonary resuscitation; Critical care nursing","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002659084,0.0002050945,0.0002891386,0.0007762323,0.001682557,0.002218298,0.000605834,0.00133569,0.0121181],"category_scores_gemma":[0.02332083,0.0001509121,0.0009062829,0.0007989248,0.0005210728,0.001740695,0.002489829,0.002625181,0.0005353186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001543348,"about_ca_system_score_gemma":0.002928842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01292195,"about_ca_topic_score_gemma":0.02170564,"domain_scores_codex":[0.9972442,0.001137526,0.0001852403,0.0001924975,0.0003448344,0.0008956112],"domain_scores_gemma":[0.9850557,0.003643545,0.004542314,0.0003886103,0.001089823,0.005280002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002390865,0.00066967,0.9724385,0.00005970405,0.000222784,0.000197516,0.001780736,0.0001221368,0.0000487452,0.0004394849,0.002239257,0.02154241],"study_design_scores_gemma":[0.00001699589,0.0001418636,0.9932927,0.000173808,0.00004632085,0.000146425,0.003727919,0.0001687568,0.00002781419,0.0005649625,0.001677096,0.00001544039],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977632,0.002424602,0.0001847054,0.006331011,0.000214878,0.00002076876,0.0004510705,0.00001031042,0.01273061],"genre_scores_gemma":[0.998045,0.0004085664,0.00007104592,0.0003481991,0.00009516446,0.00001301432,0.0001598989,0.000004364176,0.0008547185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01292195,"threshold_uncertainty_score":0.04053909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05122087635128838,"score_gpt":0.402139603056103,"score_spread":0.3509187267048147,"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."}}