{"id":"W4210276020","doi":"10.2196/36209","title":"Peer Review of “COVID-19 Infection and Symptoms Among Emergency Medicine Residents and Fellows in an Urban Academic Hospital Setting: Cross-sectional Questionnaire Study”","year":2022,"lang":"en","type":"article","venue":"JMIRx Med","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cross-sectional study; Coronavirus disease 2019 (COVID-19); Medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Family medicine; 2019-20 coronavirus outbreak; Peer review; Emergency medicine; Virology; Internal medicine; Pathology; Infectious disease (medical specialty); Outbreak; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003328502,0.0002190364,0.0004804676,0.0004124264,0.0002483566,0.000009875887,0.0001155202,0.0001163892,0.0004182184],"category_scores_gemma":[0.006425361,0.0002114096,0.00005647447,0.0006768709,0.0002102705,0.0002484429,0.0001916966,0.0006947922,0.000001151855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004874428,"about_ca_system_score_gemma":0.0002332738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002448032,"about_ca_topic_score_gemma":0.000281583,"domain_scores_codex":[0.9965767,0.0004198027,0.0008967982,0.000597572,0.001270696,0.0002383811],"domain_scores_gemma":[0.9984496,0.0001565587,0.0003784303,0.00032107,0.0003803156,0.0003140327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008027009,0.0003969874,0.9576316,0.002245291,0.00003842247,0.00002632875,0.003543061,0.00001894877,0.0001436349,0.00001197,0.03561094,0.0002525389],"study_design_scores_gemma":[0.002342837,0.00161579,0.9855907,0.001381513,0.0001174058,0.00002767687,0.0002581637,0.0001115064,0.000008282968,0.00008551351,0.008281949,0.0001786525],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.951796,0.006382055,0.000004866001,0.03947982,0.0005991912,0.00162173,0.00001026191,0.00008514955,0.00002095916],"genre_scores_gemma":[0.9930292,0.001728277,0.000007066711,0.002703323,0.0002673,0.0004224252,0.00007939482,0.00003358042,0.001729423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04123324,"threshold_uncertainty_score":0.8621031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03739120600648425,"score_gpt":0.4126735103517964,"score_spread":0.3752823043453121,"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."}}