{"id":"W1999287463","doi":"10.1186/1472-684x-13-49","title":"Palliative radiotherapy utilization for cancer patients at end of life in British Columbia: retrospective cohort study","year":2014,"lang":"en","type":"article","venue":"BMC Palliative Care","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency; University of Victoria","funders":"BC Cancer Agency; University of Victoria","keywords":"Medicine; Cancer; Cancer registry; Lung cancer; Colorectal cancer; Radiation therapy; Palliative care; Retrospective cohort study; Cohort; Cohort study; Logistic regression; Internal medicine","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":[0.0004421656,0.0002723633,0.0004805058,0.001074213,0.001571834,0.001046129,0.001080098,0.0004263849,0.001770994],"category_scores_gemma":[0.001316698,0.0004856787,0.0003962769,0.003692974,0.0004223374,0.0003151348,0.0007370878,0.000804348,0.0003027101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006735358,"about_ca_system_score_gemma":0.006844789,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.91404,"about_ca_topic_score_gemma":0.9434281,"domain_scores_codex":[0.9993789,0.00005754327,0.00006663115,0.0001237018,0.0001960376,0.0001771065],"domain_scores_gemma":[0.9982588,0.0001056849,0.000471707,0.0001205704,0.0006288736,0.0004143057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000450776,0.00002464622,0.9978849,0.00002503965,0.00004227486,0.0001005136,0.0002344963,0.0000298519,0.00008153591,0.00001079571,0.0006346115,0.0008861623],"study_design_scores_gemma":[0.000006331619,0.00001901861,0.9986457,0.0000309779,0.0000230653,0.0001072567,0.0005339859,0.0001017359,0.0000199045,0.000006372898,0.0005000946,0.000005547398],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993983,0.0005182968,0.00006952631,0.0001279722,0.000008633891,0.00006811084,0.004111764,0.000006948014,0.001105595],"genre_scores_gemma":[0.9967129,0.000466461,0.00009640215,0.0001159573,0.000005155581,0.0000544142,0.001991375,0.00000444455,0.0005530184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08596003,"threshold_uncertainty_score":0.1729325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03626070995575983,"score_gpt":0.3272077546910545,"score_spread":0.2909470447352947,"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."}}