{"id":"W2981161292","doi":"10.1200/jco.2019.37.27_suppl.232","title":"Radiation Oncology Incident Learning System (RO-ILS): Increasing stakeholder participation for safety and quality improvement.","year":2019,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Radiology practices and education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Medicine; Stakeholder; Medical education; Medical physics; Medical emergency; Political science; Public relations","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05151777,0.0006925744,0.000364819,0.001748964,0.003018467,0.005498263,0.003248146,0.001797997,0.02437814],"category_scores_gemma":[0.06769695,0.0005304208,0.0008657908,0.001281313,0.001296275,0.005104383,0.02254419,0.003701194,0.006668448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005421767,"about_ca_system_score_gemma":0.0320999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002304121,"about_ca_topic_score_gemma":0.006116285,"domain_scores_codex":[0.9648513,0.02375077,0.001638029,0.00136153,0.006023241,0.002375198],"domain_scores_gemma":[0.9121681,0.01838408,0.00861354,0.005441733,0.01740782,0.03798475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003565677,0.001562971,0.03719376,0.00164602,0.00008074634,0.0001765881,0.008538757,0.000886892,0.001833236,0.003788093,0.2122815,0.731655],"study_design_scores_gemma":[0.0004926355,0.002872775,0.09372223,0.002558164,0.000100348,0.0005314131,0.02071623,0.004616873,0.005006006,0.008361334,0.8608515,0.0001704357],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2971653,0.005847435,0.09275429,0.3229914,0.005852283,0.0144729,0.00503397,0.01848833,0.2373942],"genre_scores_gemma":[0.705627,0.003538497,0.1810881,0.04017977,0.001794287,0.009272238,0.005276068,0.001574029,0.05164998],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05151777,"threshold_uncertainty_score":0.2724553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2576140436304585,"score_gpt":0.5348861658546337,"score_spread":0.2772721222241751,"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."}}