{"id":"W3113051965","doi":"10.1002/onco.13625","title":"Timing of Palliative Care Referral Before and After Evidence from Trials Supporting Early Palliative Care","year":2020,"lang":"en","type":"article","venue":"The Oncologist","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; Kelowna General Hospital; University Health Network","funders":"Canadian Cancer Society Research Institute; Canadian Institutes of Health Research; University of Toronto","keywords":"Palliative care; Referral; Medicine; Nursing; Intensive care medicine; Family medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003828014,0.0002128001,0.0009957792,0.00003351647,0.00006789378,0.00001448063,0.0001786603,0.0001389554,0.0001290784],"category_scores_gemma":[0.004527678,0.0001316954,0.000185945,0.000172388,0.0003794114,0.00008568611,0.0001483389,0.0002778062,0.000008208555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001374035,"about_ca_system_score_gemma":0.0001614669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001143748,"about_ca_topic_score_gemma":0.000464264,"domain_scores_codex":[0.9981184,0.0003017869,0.0006998238,0.0003264898,0.0003182054,0.0002353096],"domain_scores_gemma":[0.997105,0.001461159,0.0006525185,0.000242124,0.0004117094,0.0001275123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001428837,0.00001637806,0.7533699,0.0003776865,0.0001929565,0.00005490129,0.2353436,0.000004792732,0.002062258,0.00001945848,0.0001818798,0.006947279],"study_design_scores_gemma":[0.001933335,0.002611082,0.8540065,0.003346469,0.000805728,3.351917e-7,0.1118785,0.00006885784,0.02398619,0.0001416913,0.001014017,0.0002073117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833655,0.01247708,0.0001231717,0.002269721,0.00009012714,0.0006216294,0.0002316282,0.00003347103,0.0007877021],"genre_scores_gemma":[0.9953198,0.0006045546,0.0030875,0.0004954492,0.000336183,0.00004475398,0.00004977413,0.0000189499,0.0000430193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1234651,"threshold_uncertainty_score":0.5420381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4021487820694182,"score_gpt":0.4974772671245456,"score_spread":0.09532848505512737,"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."}}