{"id":"W4389775767","doi":"10.1093/nop/npad076","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 Practice","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Cancer Care Ontario; University of Toronto","funders":"","keywords":"Compromise; Medicine; Political science","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":[0.001510847,0.0001908976,0.0001940401,0.0007191048,0.004105359,0.001854041,0.0007543621,0.0002979303,0.002767567],"category_scores_gemma":[0.005730727,0.0002012531,0.0004240664,0.002893113,0.001736743,0.0008890773,0.002019787,0.0005049709,0.0001246906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0462653,"about_ca_system_score_gemma":0.05800781,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9663234,"about_ca_topic_score_gemma":0.9845825,"domain_scores_codex":[0.9980848,0.0002882338,0.00009454705,0.0001218865,0.0006375675,0.0007729097],"domain_scores_gemma":[0.9938465,0.0004254077,0.001593707,0.0001896363,0.001797369,0.002147315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001380504,0.00007592487,0.9506981,0.0000835384,0.00005225676,0.0003663378,0.01895316,0.0002761023,0.000328209,0.0009504753,0.004833785,0.02324401],"study_design_scores_gemma":[0.00001665704,0.00008583826,0.9730332,0.00005270523,0.00002025419,0.0001265451,0.01817001,0.0002917097,0.00006501391,0.00010649,0.008010931,0.00002056273],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875279,0.0003730283,0.0001107066,0.002702863,0.00001708011,0.00005605142,0.0005521106,0.000006944796,0.008653376],"genre_scores_gemma":[0.998138,0.0003817451,0.0001263418,0.0001886221,0.000009239716,0.00002149895,0.0001810705,0.000006019442,0.0009473938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9663234,"threshold_uncertainty_score":0.3356798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0345555095518181,"score_gpt":0.3864655477550789,"score_spread":0.3519100382032608,"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."}}