{"id":"W2034143392","doi":"10.1016/j.ijrobp.2012.12.003","title":"Multicenter Collaborative Quality Assurance Program for the Province of Ontario, Canada: First-Year Results","year":2013,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre","funders":"Cancer Care Ontario","keywords":"Quality assurance; Medicine; Radiation treatment planning; Medical physics; Plan (archaeology); Head and neck; Linear particle accelerator; Work (physics); Test plan; Dosimeter; Dosimetry; Nuclear medicine; Radiation therapy; Surgery; Statistics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01154677,0.0009183891,0.00126162,0.002099779,0.005646932,0.002535998,0.003067621,0.001162064,0.002571517],"category_scores_gemma":[0.01535856,0.0005636557,0.001668451,0.005605397,0.001334721,0.001101989,0.003220507,0.0009753522,0.0006254477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1106256,"about_ca_system_score_gemma":0.2620681,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9908832,"about_ca_topic_score_gemma":0.9929485,"domain_scores_codex":[0.9875284,0.001838983,0.0006064894,0.001004035,0.006197854,0.002824215],"domain_scores_gemma":[0.9600385,0.001200882,0.003116393,0.00121224,0.02859202,0.005840044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002821072,0.002641206,0.8781401,0.0007143228,0.000433431,0.0001458879,0.002563613,0.001830157,0.0009026942,0.0006824259,0.03289464,0.0762305],"study_design_scores_gemma":[0.0008015127,0.001106068,0.9846275,0.000164553,0.0002494701,0.00007132287,0.001820424,0.001247449,0.0005587334,0.00007284529,0.009230223,0.00004982036],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9152992,0.004216244,0.003112733,0.004201132,0.0002919102,0.0102843,0.04497487,0.0006081859,0.01701145],"genre_scores_gemma":[0.9556386,0.001832588,0.008869376,0.001287155,0.00008712861,0.002875607,0.01976808,0.00009264944,0.009548778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1106256,"threshold_uncertainty_score":0.802649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0124248560480726,"score_gpt":0.3279963831357353,"score_spread":0.3155715270876627,"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."}}