{"id":"W4214740505","doi":"10.1016/j.jmir.2022.01.003","title":"Palliative radiotherapy delivery by a dedicated multidisciplinary team facilitates early integration of palliative care: A secondary analysis of routinely collected health data","year":2022,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Referral; Palliative care; Cancer registry; Multidisciplinary approach; Cancer; Radiation oncologist; Breast cancer; Radiation therapy; Emergency medicine; Family medicine; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.006590141,0.0004881448,0.0007963129,0.002097009,0.0006688286,0.001691783,0.001055585,0.0006173428,0.002572683],"category_scores_gemma":[0.04015654,0.0004372811,0.003790454,0.003390223,0.0005425013,0.001255163,0.002278627,0.001258822,0.0003192365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009478552,"about_ca_system_score_gemma":0.003045383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01125028,"about_ca_topic_score_gemma":0.01873628,"domain_scores_codex":[0.9866045,0.007603274,0.001882375,0.001555198,0.0012068,0.001147779],"domain_scores_gemma":[0.9559039,0.02084397,0.01450975,0.004090858,0.003440991,0.001210458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004628891,0.00009271283,0.9944987,0.0001893231,0.001141809,0.00007315796,0.0002984991,0.0001182723,0.0001036513,0.0001121986,0.0006050666,0.002303714],"study_design_scores_gemma":[0.00004393712,0.0002658275,0.9954937,0.000205046,0.0007888784,0.0002834826,0.0006849816,0.001082741,0.0001703642,0.0001383538,0.0008205369,0.00002231618],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922825,0.0004771479,0.0009734629,0.0001587091,0.00002243147,0.0001282452,0.00535938,0.00001290468,0.0005852238],"genre_scores_gemma":[0.9966224,0.00009831661,0.0006962184,0.00007634302,0.00001617689,0.0001108243,0.002243377,0.00001557082,0.0001207347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01125028,"threshold_uncertainty_score":0.03485245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09176837163104154,"score_gpt":0.4427627328600985,"score_spread":0.350994361229057,"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."}}