{"id":"W4289979511","doi":"10.1002/acm2.13742","title":"The impact of COVID‐19 workflow changes on radiation oncology incident reporting","year":2022,"lang":"en","type":"article","venue":"Journal of Applied Clinical Medical Physics","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Documentation; Workflow; Coronavirus disease 2019 (COVID-19); Radiation oncology; Pandemic; Medicine; Computer science; Internal medicine; Radiation therapy; Database","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01068746,0.0001420152,0.0009373654,0.00007699012,0.0002501936,0.00000905753,0.0002712646,0.0001778325,0.0001848575],"category_scores_gemma":[0.02348053,0.00008457022,0.000508681,0.0003408231,0.0002296134,0.00001923529,0.0001319079,0.002183796,0.000003427753],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001105502,"about_ca_system_score_gemma":0.00703845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007004652,"about_ca_topic_score_gemma":0.00001306265,"domain_scores_codex":[0.9947827,0.000321877,0.002673303,0.0001863616,0.001712012,0.0003237799],"domain_scores_gemma":[0.9856678,0.006992109,0.00553352,0.0003298631,0.0001903124,0.001286344],"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":[0.005322805,0.001251298,0.01033066,0.00007071455,0.0002875534,0.0003663678,0.0005981961,0.0005973569,0.00007592922,0.001920304,0.009049675,0.9701291],"study_design_scores_gemma":[0.03448043,0.08800125,0.4235551,0.0007655413,0.00123849,0.00185026,0.003872276,0.004568594,0.0006399444,0.1879113,0.252242,0.0008747524],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8998299,0.0004798371,0.001347914,0.09438299,0.001514957,0.0006633783,0.000009284354,0.00002806999,0.001743628],"genre_scores_gemma":[0.9842269,0.0008227657,0.0001465178,0.01179686,0.002955816,0.00001208109,0.000006179699,0.00001895235,0.00001389285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9692544,"threshold_uncertainty_score":0.9985907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1852509787789841,"score_gpt":0.5452237480723111,"score_spread":0.359972769293327,"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."}}