{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001553667,0.0001705835,0.000186448,0.0006260629,0.003492464,0.0018068,0.0007060263,0.0003017042,0.002900243],"category_scores_gemma":[0.005580936,0.0001959744,0.0003968617,0.002436256,0.001567727,0.000853264,0.001844578,0.0005221664,0.0001424425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04018244,"about_ca_system_score_gemma":0.04993977,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9501354,"about_ca_topic_score_gemma":0.9779915,"domain_scores_codex":[0.9980975,0.0002920173,0.00008875332,0.0001127796,0.0006822201,0.0007267167],"domain_scores_gemma":[0.9935594,0.0004211719,0.001589895,0.0002031654,0.001901883,0.002324486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001907609,0.0001133787,0.9415977,0.00009578623,0.0000618693,0.0004460422,0.0182822,0.0003358636,0.0004877712,0.001352804,0.006789376,0.0302465],"study_design_scores_gemma":[0.00002238002,0.0001226362,0.9714072,0.00005828194,0.00002249212,0.0001463813,0.01569935,0.0003782168,0.00008414286,0.0001320753,0.01190242,0.00002447651],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984934,0.0003732739,0.0001226187,0.003662984,0.00002224111,0.00005825286,0.0005637197,0.000008109083,0.01025486],"genre_scores_gemma":[0.9979618,0.0003535925,0.0001297932,0.0002291896,0.00001120934,0.00002152705,0.0001764541,0.000007223241,0.001109338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04986459,"threshold_uncertainty_score":0.2915454,"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."}}