{"id":"W4384070517","doi":"10.1093/noajnl/vdad071.014","title":"CHOREOGRAPHED EXPANSION OF SERVICES RESULTS IN DECREASED PATIENT BURDEN WITHOUT COMPROMISE OF OUTCOMES: AN ASSESSMENT OF THE ONTARIO EXPERIENCE","year":2023,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Receipt; Health care; Cohort; Radiation oncology; Radiation therapy; Modalities; Cancer; Emergency medicine; Internal medicine; Family medicine; Oncology","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001893689,0.0001467362,0.0006965892,0.000165169,0.00002551485,0.000001194789,0.0002216071,0.00007893059,0.00001301741],"category_scores_gemma":[0.0002013356,0.0000946931,0.0001044998,0.0004379444,0.0002942907,0.0001114241,0.0000842331,0.0001535339,2.849866e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005461651,"about_ca_system_score_gemma":0.0001973449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005111903,"about_ca_topic_score_gemma":0.01247425,"domain_scores_codex":[0.9983,0.0002008248,0.0007060191,0.0002714167,0.0003526197,0.0001691725],"domain_scores_gemma":[0.9982324,0.0005190312,0.0006013366,0.0004056146,0.0001790282,0.00006261236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007777305,0.0002466399,0.8833306,0.0001762262,0.0000247128,0.0000145983,0.024461,0.0005131218,0.08791898,0.000009311386,0.000004333262,0.002522681],"study_design_scores_gemma":[0.003381819,0.00202162,0.8941014,0.0007380034,0.00005233332,0.000002086335,0.01170889,0.0004167146,0.08405076,0.00005671902,0.003382827,0.00008680981],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982725,0.0002272371,0.000006059905,0.0001804699,0.0002301374,0.0004729044,0.00002507417,0.00001711132,0.0005685241],"genre_scores_gemma":[0.9972307,0.000370995,0.002177809,0.0001224177,0.0000117288,0.0000425015,0.00002296565,0.000009197885,0.0000116903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01275211,"threshold_uncertainty_score":0.7727702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0663383105759123,"score_gpt":0.4428586544022514,"score_spread":0.376520343826339,"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."}}