{"id":"W3133127936","doi":"10.1002/mp.14797","title":"Technical Note: A standardized automation framework for monitoring institutional radiotherapy protocol compliance","year":2021,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Protocol (science); Computer science; Radiation therapy; JavaScript; Medicine; Medical physics; Surgery; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.1154868,0.001696558,0.001334877,0.007245351,0.002036014,0.008098762,0.005835879,0.002330014,0.003418926],"category_scores_gemma":[0.1380991,0.001669678,0.002278542,0.003467298,0.002236706,0.005584171,0.004668011,0.004509459,0.004081188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003562223,"about_ca_system_score_gemma":0.02101289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006596277,"about_ca_topic_score_gemma":0.004444147,"domain_scores_codex":[0.8937864,0.04347613,0.02160692,0.006537134,0.03090023,0.003693259],"domain_scores_gemma":[0.8217658,0.04152809,0.01721308,0.05317998,0.06220791,0.004105086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007332913,0.002184182,0.03239958,0.002381017,0.0003902436,0.001080931,0.004295762,0.02055758,0.03324003,0.0583968,0.0936751,0.7506655],"study_design_scores_gemma":[0.0007913982,0.003498129,0.04830611,0.004641377,0.0006148386,0.004555418,0.001830922,0.2153494,0.1164686,0.03667956,0.5660404,0.001223763],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007225707,0.0002052045,0.9509329,0.001322292,0.0002391646,0.00592405,0.0009658235,0.0295166,0.003668245],"genre_scores_gemma":[0.04212387,0.0001790557,0.943032,0.0004966562,0.0001687173,0.005263673,0.004029082,0.002416534,0.002290426],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1154868,"threshold_uncertainty_score":0.6107601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02728165613057611,"score_gpt":0.3875293870703848,"score_spread":0.3602477309398087,"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."}}