{"id":"W1539029614","doi":"10.1186/1472-684x-14-2","title":"Patterns of health care utilization preceding a colorectal cancer diagnosis are strong predictors of dying quickly following diagnosis","year":2015,"lang":"en","type":"article","venue":"BMC Palliative Care","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Capital District Health Authority; Dalhousie University","funders":"Department of Health, Western Cape Government; Canadian Institutes of Health Research; Dalhousie University; Nova Scotia Department of Health and Wellness; Dalhousie Medical Research Foundation","keywords":"Medicine; Referral; Colorectal cancer; Palliative care; Cancer; Cause of death; Health care; Medical diagnosis; Emergency medicine; Disease; Intensive care medicine; Family medicine; Internal medicine; Nursing; Pathology","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":[0.0002290966,0.0003243122,0.001121584,0.0002086735,0.0001137216,0.00001452175,0.0001697215,0.0001637562,0.00002731463],"category_scores_gemma":[0.001249726,0.0003024154,0.0003289326,0.0004612051,0.00007254551,0.0001590279,0.00009711061,0.0001810887,8.263647e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008757646,"about_ca_system_score_gemma":0.0007611402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002391867,"about_ca_topic_score_gemma":0.003460881,"domain_scores_codex":[0.9973294,0.0002356003,0.0008458088,0.0004359347,0.0007583238,0.0003949472],"domain_scores_gemma":[0.9966305,0.0004581863,0.0009880881,0.0002498541,0.001431942,0.0002413532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001348769,0.00008224096,0.9179682,0.002618771,0.0002739125,0.000004249074,0.07623848,0.0002283538,0.00008463913,0.00001232822,0.0002896791,0.002064255],"study_design_scores_gemma":[0.002641445,0.0009121869,0.7227452,0.01306439,0.0003716298,2.101036e-7,0.2086534,0.00008951814,0.05059752,0.000003408895,0.0006620552,0.0002589615],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9515703,0.04441419,0.001246805,0.0000818074,0.0005787065,0.0009547074,0.0008976631,0.00005300588,0.0002028039],"genre_scores_gemma":[0.995439,0.00253147,0.0008164415,0.00004543937,0.0001692483,0.0005919234,0.0003434586,0.00005178937,0.00001124217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1952229,"threshold_uncertainty_score":0.9999428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2301668229818228,"score_gpt":0.442720039643526,"score_spread":0.2125532166617032,"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."}}