{"id":"W3202776143","doi":"10.1017/s0022215121002644","title":"The UK national registry of ENT surgeons with coronavirus disease 2019: one year on","year":2021,"lang":"en","type":"article","venue":"The Journal of Laryngology & Otology","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Disease; Coronavirus; Coronavirus disease 2019 (COVID-19); Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Personal protective equipment; Disease registry","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":[0.003042002,0.0004110247,0.0005324025,0.005015455,0.0005522275,0.001614065,0.0009043942,0.001007707,0.004218435],"category_scores_gemma":[0.01145592,0.0005173201,0.000729027,0.005261808,0.0002787683,0.001949176,0.002275258,0.0008080144,0.002279664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001175002,"about_ca_system_score_gemma":0.004283904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0228619,"about_ca_topic_score_gemma":0.03452894,"domain_scores_codex":[0.9943833,0.0007828809,0.001567128,0.0005587602,0.00178858,0.0009193656],"domain_scores_gemma":[0.9737737,0.002410406,0.01176989,0.001422683,0.007844028,0.00277917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002770174,0.00006700166,0.9498777,0.0004807829,0.00007642277,0.0006352139,0.0005166254,0.0001292579,0.0005481393,0.0001041318,0.02604547,0.02124225],"study_design_scores_gemma":[0.00001959205,0.0001017852,0.9848369,0.0001614489,0.00002029405,0.000717656,0.0005070237,0.0001230278,0.0001845912,0.00001135989,0.01329638,0.00002002329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8547342,0.006847628,0.001431528,0.004968705,0.001040874,0.0005262955,0.1183643,0.0003171459,0.01176934],"genre_scores_gemma":[0.8565065,0.006410472,0.001762323,0.001572394,0.0006826558,0.0007506027,0.1246076,0.00008275285,0.007624713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0228619,"threshold_uncertainty_score":0.04545766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02499691411819955,"score_gpt":0.3003153400821367,"score_spread":0.2753184259639371,"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."}}