{"id":"W2892370412","doi":"10.23889/ijpds.v3i4.694","title":"Automated Referral to Cardiac Rehabilitation following Coronary Artery Bypass Grafting is associated with limited improvements in program completion: a large cohort study","year":2018,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Cardiac Health and Mental Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Referral; Medicine; Rehabilitation; Cohort; Hazard ratio; Coronary artery disease; Bypass grafting; Population; Emergency medicine; Artery; Internal medicine; Physical therapy; Confidence interval; Family medicine","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":[0.005258243,0.0001410382,0.0003016152,0.0007021321,0.0005885513,0.0001799172,0.0004519349,0.00004017284,0.00001075135],"category_scores_gemma":[0.001339648,0.0001244761,0.00006032841,0.001082922,0.00009775518,0.001317761,0.0002033,0.0001939293,0.000005892656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001623291,"about_ca_system_score_gemma":0.0006278844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000367207,"about_ca_topic_score_gemma":0.0003460428,"domain_scores_codex":[0.9963225,0.00008009308,0.0007013947,0.0005628731,0.001820044,0.0005131207],"domain_scores_gemma":[0.9976459,0.00009703734,0.0002820047,0.0003715614,0.001231373,0.0003721543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004732621,0.0006149675,0.9919754,0.000008167248,0.00008358183,0.00001740369,0.000696035,0.000005011035,0.0004219277,0.0000153338,0.0005670519,0.005121813],"study_design_scores_gemma":[0.003240302,0.00238262,0.9718994,0.0002431778,0.00005452933,0.00005019788,0.0006914475,0.02068248,0.00001690825,0.00001590346,0.0006023166,0.0001206838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928315,0.000004563192,0.0001415918,0.001107297,0.002196887,0.003260493,0.0002721622,0.0001127126,0.00007274438],"genre_scores_gemma":[0.9927248,0.000001747263,0.004811691,0.0008444412,0.0002828752,0.0001236855,0.001169728,0.00001661841,0.00002444878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02067747,"threshold_uncertainty_score":0.5075986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05807947859956375,"score_gpt":0.445468783127619,"score_spread":0.3873893045280552,"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."}}