{"id":"W3048108834","doi":"10.1017/s0022215120001747","title":"The UK national registry of ENT surgeons with coronavirus disease 2019","year":2020,"lang":"en","type":"article","venue":"The Journal of Laryngology & Otology","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Disease; Coronavirus disease 2019 (COVID-19); Personal protective equipment; Coronavirus; Family medicine; Medical emergency; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Emergency medicine; Infectious disease (medical specialty); Internal medicine","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":[0.001510408,0.0002761605,0.0004402104,0.003267718,0.0003924196,0.0007399197,0.0005545183,0.0004840931,0.006207393],"category_scores_gemma":[0.008734639,0.0004165286,0.0003775087,0.003390578,0.0002837126,0.0007185102,0.001215238,0.0004428354,0.001819451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009826795,"about_ca_system_score_gemma":0.002867727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02595717,"about_ca_topic_score_gemma":0.02832995,"domain_scores_codex":[0.9968376,0.0005308886,0.001096179,0.0003952458,0.000810679,0.0003293643],"domain_scores_gemma":[0.982002,0.002391176,0.009078274,0.001211516,0.003593259,0.00172376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002561979,0.00003129791,0.9511418,0.0007052094,0.00005432367,0.0009587652,0.0004888384,0.0001557071,0.0006516973,0.0001694366,0.02842938,0.01695753],"study_design_scores_gemma":[0.00004432898,0.0001248814,0.9767238,0.0003167223,0.00003260734,0.002437653,0.0005321334,0.0002243609,0.0002406504,0.00003519775,0.0192618,0.00002584962],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8761617,0.003702544,0.001247852,0.001315242,0.0003351385,0.0006461513,0.09946896,0.0001880941,0.01693427],"genre_scores_gemma":[0.9076963,0.003675895,0.002116551,0.0006832779,0.0001698056,0.0006532919,0.08046064,0.0000514539,0.004492762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02595717,"threshold_uncertainty_score":0.05161214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02688277083812238,"score_gpt":0.2983835940377786,"score_spread":0.2715008231996562,"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."}}