{"id":"W3111912323","doi":"10.1016/j.cjco.2020.12.002","title":"Referral Practices of Cardiologists to Specialist Palliative Care in Canada","year":2020,"lang":"en","type":"article","venue":"CJC Open","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; Princess Margaret Cancer Centre; University Health Network; University of Toronto","funders":"University Health Network","keywords":"Referral; Medicine; Palliative care; Family medicine; Logistic regression; Population; Patient referral; Emergency medicine; Nursing; Internal medicine; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007678904,0.0001398857,0.0001675557,0.001242489,0.00206246,0.0009979279,0.0007021748,0.0004668405,0.002753826],"category_scores_gemma":[0.006296727,0.0002424473,0.0002073316,0.002258924,0.0007244559,0.0002092148,0.0007276759,0.0005049348,0.0002307165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0166504,"about_ca_system_score_gemma":0.02603173,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9709238,"about_ca_topic_score_gemma":0.9860193,"domain_scores_codex":[0.998771,0.0002007247,0.00009968504,0.0001754249,0.0003808643,0.0003723298],"domain_scores_gemma":[0.9914785,0.001222772,0.001789394,0.0001127909,0.002246176,0.003150402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004335399,0.00003465647,0.9744887,0.00009689957,0.00001523376,0.0004480696,0.004245443,0.0001093232,0.0003351383,0.0001034212,0.004551211,0.01552853],"study_design_scores_gemma":[0.00001316547,0.00002840862,0.9903348,0.0001299146,0.000009802564,0.00036049,0.005939217,0.0003441088,0.00008386245,0.00002948845,0.002710429,0.00001623218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871669,0.001669244,0.0001447787,0.003955828,0.00003490675,0.00005854205,0.001195557,0.00003074068,0.005743384],"genre_scores_gemma":[0.9968302,0.001186734,0.0002595376,0.0006329283,0.00001281926,0.00001632455,0.0002925156,0.000005893984,0.0007630016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02907616,"threshold_uncertainty_score":0.1208077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1170187196039175,"score_gpt":0.3823668941941567,"score_spread":0.2653481745902392,"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."}}