{"id":"W4414399365","doi":"10.1016/s0167-8140(25)04838-8","title":"CONTOURING A NEW PATH: ONTARIO’S COLLABORATIVE APPROACH TO AI IN RADIOTHERAPY","year":2025,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Lakeridge Health; Kingston Health Sciences Centre; University Health Network; University of Toronto; Hamilton Health Sciences; Health Sciences Centre; Niagara Health System","funders":"","keywords":"Contouring; Vendor; Consistency (knowledge bases); Radiation oncology; Plan (archaeology); Radiation Therapist; Scope (computer science); Best practice","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":[0.0442784,0.0004850594,0.0004544123,0.003192882,0.02504181,0.01278396,0.005516722,0.002830502,0.007173315],"category_scores_gemma":[0.04600262,0.0007249615,0.001010807,0.005534813,0.01253471,0.005541649,0.01828522,0.003883045,0.001029647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1040764,"about_ca_system_score_gemma":0.3147042,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.800026,"about_ca_topic_score_gemma":0.930136,"domain_scores_codex":[0.9432105,0.0298311,0.001974853,0.003623388,0.01647332,0.004886815],"domain_scores_gemma":[0.9352759,0.01998118,0.003728926,0.006004377,0.01871313,0.01629664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002971727,0.0003710711,0.02105335,0.001409348,0.0001163936,0.001585905,0.2913167,0.004382588,0.002730212,0.06393408,0.1370405,0.4757626],"study_design_scores_gemma":[0.00009262605,0.000280457,0.01346617,0.0008745567,0.00007181968,0.000498691,0.08643937,0.003187183,0.001073775,0.02203876,0.8717876,0.0001889499],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1650694,0.009135847,0.1179343,0.3092161,0.002703175,0.00322772,0.0006719524,0.001235064,0.3908066],"genre_scores_gemma":[0.735339,0.005626002,0.1679553,0.01489216,0.000344643,0.001005189,0.0005250043,0.0005771056,0.07373553],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.199974,"threshold_uncertainty_score":0.7551304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01330348680456476,"score_gpt":0.360311837404729,"score_spread":0.3470083506001642,"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."}}