{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006079582,0.000165747,0.000590659,0.0001599497,0.00004285579,0.000004009657,0.0001851758,0.00009251752,0.00002663976],"category_scores_gemma":[0.0005832225,0.0001056884,0.0001184945,0.0004870868,0.0001544585,0.0001642193,0.0001266901,0.000257657,0.000001164998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001118182,"about_ca_system_score_gemma":0.0003869158,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02323068,"about_ca_topic_score_gemma":0.007045736,"domain_scores_codex":[0.9975846,0.0006879703,0.0007282177,0.000339645,0.0004630403,0.0001965617],"domain_scores_gemma":[0.9967762,0.001366982,0.0008662774,0.0006945763,0.0001989707,0.00009696537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00509932,0.003462666,0.8717431,0.0002009487,0.000234433,0.0002877788,0.03136228,0.0006298206,0.08121383,0.00005805394,0.00003972039,0.005668034],"study_design_scores_gemma":[0.007659456,0.004013112,0.9626961,0.0001492347,0.0003617491,0.00005093583,0.009877296,0.0008663448,0.00987706,0.00001493843,0.004339473,0.00009431801],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961863,0.00001965569,0.000004426536,0.001753323,0.0001977318,0.0009453986,0.00002497487,0.0000190904,0.0008490888],"genre_scores_gemma":[0.9948368,0.00003988933,0.004406671,0.0005716148,0.000009882064,0.00006872484,0.00003564941,0.00001405184,0.00001671566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09095297,"threshold_uncertainty_score":0.9832737,"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."}}