{"id":"W4408303456","doi":"10.31744/einstein_journal/2025ao0713","title":"Barriers to cardiac rehabilitation and their association with hospital readmission in patients with heart failure","year":2025,"lang":"en","type":"article","venue":"Einstein (São Paulo)","topic":"Cardiac Health and Mental Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute; York University; University Health Network","funders":"","keywords":"Heart failure; Rehabilitation; Medicine; Hospital readmission; Association (psychology); Emergency medicine; Internal medicine; Physical therapy; Cardiology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004622776,0.0001598836,0.0003803282,0.000188389,0.0001061307,0.0000143241,0.0000254766,0.0001174424,0.00001011492],"category_scores_gemma":[0.0003832465,0.0001111362,0.00004237577,0.0004147895,0.00001867184,0.0001033032,0.00002314901,0.000216924,0.000005955935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007162918,"about_ca_system_score_gemma":0.0004564177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000186898,"about_ca_topic_score_gemma":0.0002604508,"domain_scores_codex":[0.9986908,0.0001237318,0.000246037,0.0003235928,0.000285634,0.0003302124],"domain_scores_gemma":[0.9989147,0.0001424216,0.00006219793,0.0002210841,0.000132743,0.0005269186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007826346,0.00007635602,0.9890751,0.00021836,0.00001684212,8.481021e-7,0.002065418,0.000002129235,0.00005684255,0.00001018541,0.004977781,0.002717498],"study_design_scores_gemma":[0.003068998,0.003298897,0.9729945,0.0006809951,0.00002644287,4.604606e-7,0.003606543,0.000003871438,0.0003255101,0.00001386833,0.01585418,0.0001257223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846098,0.00007229923,0.00001339197,0.01248724,0.0001970746,0.001897258,0.00002742439,0.00003789905,0.000657564],"genre_scores_gemma":[0.9963849,0.000007758628,0.001122857,0.002019637,0.00004494776,0.00008607298,0.0000592748,0.00001694447,0.0002576278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01608059,"threshold_uncertainty_score":0.4532002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002137168379999278,"score_gpt":0.2366483995816172,"score_spread":0.2345112312016179,"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."}}