{"id":"W4411196227","doi":"10.1016/j.cjco.2025.05.017","title":"Patient- and Family-Centered Care Recommendations in Cardiology Guidelines: An AI-Driven Systematic Review","year":2025,"lang":"en","type":"review","venue":"CJC Open","topic":"Family and Patient Care in Intensive Care Units","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Jewish General Hospital; McGill University","funders":"Fonds de Recherche du Québec - Santé; Fonds de recherche du Québec","keywords":"Medicine; Systematic review; Cardiology; Internal medicine; Family medicine; MEDLINE; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008618559,0.0006221262,0.006131949,0.0004340875,0.0004379911,0.00004532215,0.001118709,0.0007142102,0.0000798421],"category_scores_gemma":[0.008045087,0.0004841257,0.0003280073,0.0006748302,0.00006043105,0.0002412057,0.00139536,0.001347741,0.0001615352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005351251,"about_ca_system_score_gemma":0.00143875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003781877,"about_ca_topic_score_gemma":0.0004309234,"domain_scores_codex":[0.9888057,0.006275313,0.003325641,0.0008540187,0.0001936918,0.0005456384],"domain_scores_gemma":[0.9918145,0.002503747,0.00110025,0.001341199,0.003052472,0.0001878545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000004840956,0.00001161784,0.00004460305,0.7948213,0.0001199933,0.00002658404,0.0007646283,2.653649e-7,1.264059e-8,0.0001109902,0.1402094,0.06388574],"study_design_scores_gemma":[0.0001988449,0.00006655669,0.000001520504,0.5223634,0.0007420523,0.000006172851,0.004442682,0.00000112533,2.617949e-9,0.000007350123,0.4719413,0.0002290527],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002385584,0.9665849,0.00001610165,0.0003494613,0.003738267,0.0184254,0.001382634,0.00004967869,0.009451191],"genre_scores_gemma":[0.000004236855,0.9680037,0.0002254357,0.02023526,0.0001087504,0.005520183,0.005145781,0.00006158957,0.0006950895],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3317318,"threshold_uncertainty_score":0.999761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2865232412783427,"score_gpt":0.527723805177305,"score_spread":0.2412005638989623,"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."}}