{"id":"W4401732974","doi":"10.1145/3670085.3670088","title":"COVIDTran: an automated COVID-19 diagnosis system via Context Transfer Transformer","year":2024,"lang":"en","type":"article","venue":"","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Computer science; Transformer; Context (archaeology); Engineering; Electrical engineering; Medicine; Infectious disease (medical specialty)","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":[0.0007550558,0.001179887,0.0007239339,0.00162887,0.0004137328,0.0007359904,0.001349797,0.001122696,0.003496367],"category_scores_gemma":[0.003768645,0.0002465255,0.0005937045,0.0003835766,0.000287149,0.0009792728,0.001899181,0.001074142,0.002057516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000598584,"about_ca_system_score_gemma":0.001056678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004369805,"about_ca_topic_score_gemma":0.005809377,"domain_scores_codex":[0.9993432,0.0001021262,0.00004606314,0.0002754999,0.0001691605,0.0000638842],"domain_scores_gemma":[0.9990525,0.0003991264,0.00009569449,0.0001244814,0.0002425639,0.00008554413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001184951,0.0005819425,0.02475525,0.0008365691,0.0002482016,0.002039989,0.0003204205,0.03036278,0.04936196,0.002394415,0.05261157,0.8353021],"study_design_scores_gemma":[0.0001884781,0.000458189,0.01170184,0.0001479332,0.0001248315,0.002221548,0.0003321358,0.8972271,0.05615822,0.01182861,0.0195021,0.0001089168],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09031101,0.002157043,0.7972687,0.001392573,0.0005805203,0.001090218,0.007100799,0.08960651,0.01049259],"genre_scores_gemma":[0.6935712,0.000532189,0.2917029,0.001162066,0.0001947388,0.0004806011,0.006784061,0.0004873512,0.005085026],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004369805,"threshold_uncertainty_score":0.01169658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03984988829096479,"score_gpt":0.3562838609781387,"score_spread":0.3164339726871739,"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."}}