{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02442812,0.000525985,0.0002675856,0.002859229,0.001370741,0.00280523,0.001885906,0.0006408903,0.002337023],"category_scores_gemma":[0.1269053,0.0004111716,0.001094804,0.003236103,0.0009822812,0.001695935,0.002625204,0.001749185,0.0003354494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01155641,"about_ca_system_score_gemma":0.01419529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1017025,"about_ca_topic_score_gemma":0.08882401,"domain_scores_codex":[0.9684469,0.01043141,0.00504838,0.002576769,0.009770724,0.003725848],"domain_scores_gemma":[0.8032224,0.07440336,0.07334923,0.009896683,0.03072731,0.008401015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004506925,0.0002666582,0.9314645,0.0003278904,0.0001678144,0.000255681,0.001609342,0.004354193,0.0006261782,0.0004432397,0.004243454,0.05579048],"study_design_scores_gemma":[0.00001784917,0.0003494618,0.9862709,0.0002257247,0.00005590074,0.0002023986,0.00327145,0.003290912,0.001004013,0.0001626017,0.005105487,0.00004321858],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982614,0.001304172,0.00174498,0.003884842,0.0002401217,0.0003441057,0.003674163,0.0001904087,0.006003239],"genre_scores_gemma":[0.9949464,0.0003866422,0.001858312,0.0005066672,0.00006337419,0.0001102202,0.001669298,0.00002382557,0.0004352411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1017025,"threshold_uncertainty_score":0.202221,"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."}}