{"id":"W3035917805","doi":"10.1111/anae.15185","title":"Education and scientific dissemination during the COVID‐19 pandemic","year":2020,"lang":"en","type":"editorial","venue":"Anaesthesia","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Medicine; Staffing; Personal protective equipment; Workload; Intensive care; Health care; Social distance; Coronavirus disease 2019 (COVID-19); Medical emergency; Nursing; Disease; Intensive care medicine; Infectious disease (medical specialty)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005353531,0.0002019416,0.0002968302,0.0001748092,0.0004422766,0.0001550865,0.0001406729,0.0003727548,0.00002857521],"category_scores_gemma":[0.003639232,0.0001464191,0.00006826508,0.0003045219,0.0001532596,0.00007941309,0.00004158973,0.0006346221,0.0000305147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005247924,"about_ca_system_score_gemma":0.004592878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000460194,"about_ca_topic_score_gemma":0.0002235948,"domain_scores_codex":[0.99836,0.00008260306,0.0002545789,0.00046032,0.000601455,0.0002409787],"domain_scores_gemma":[0.9983593,0.0003910864,0.000173188,0.0003975575,0.0001924395,0.0004864779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007385889,0.00004044784,0.009774147,0.00100345,0.00001390003,0.00001831502,0.001387536,8.816588e-8,0.0001164973,0.00004413435,0.964444,0.02308363],"study_design_scores_gemma":[0.0002534065,0.000124177,0.02549106,0.0002372188,0.0001079685,0.00003721355,0.0001824816,0.000005781417,0.000008479198,0.0001220168,0.973294,0.0001361959],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.3143079,0.0102039,0.00002021351,0.06117922,0.6119198,0.00169796,0.00006868101,0.0003077197,0.0002946123],"genre_scores_gemma":[0.306206,0.002433907,0.00004669987,0.002265933,0.6780065,0.00008839889,0.0009272248,0.00007828196,0.009947041],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.06608672,"threshold_uncertainty_score":0.8147568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03672537248559769,"score_gpt":0.3944029378909234,"score_spread":0.3576775654053257,"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."}}