{"id":"W4298008083","doi":"10.14740/cii154","title":"Transfer Learning-Based Model for Automated COVID-19 Detection Using Computerized Tomography Scan Graph","year":2022,"lang":"en","type":"article","venue":"Clinical Infection and Immunity","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Transfer of learning; Computer science; Tomography; Artificial intelligence; Graph; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Computed tomography; Computer vision; Medical physics; Medicine; Radiology; Virology; Infectious disease (medical specialty); Theoretical computer science; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004664186,0.0005852981,0.0005081255,0.001069905,0.0002618875,0.0006803825,0.0009639464,0.0009396874,0.003008791],"category_scores_gemma":[0.00108369,0.0002281296,0.0008156357,0.0005412287,0.0003484532,0.0005228507,0.0004415424,0.0007028952,0.0008302721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009724119,"about_ca_system_score_gemma":0.0005528063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01354868,"about_ca_topic_score_gemma":0.006952238,"domain_scores_codex":[0.9998658,0.00002301955,0.000007920982,0.0000483568,0.00002465933,0.00003027401],"domain_scores_gemma":[0.9997354,0.0001059814,0.00002962204,0.00001740234,0.00009785547,0.00001370311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002230231,0.0001418967,0.005150206,0.0000623427,0.00007652095,0.0001884805,0.00006136505,0.795008,0.00406958,0.001785066,0.002866602,0.190367],"study_design_scores_gemma":[0.000002105292,0.00001767756,0.0004242993,0.000003538338,0.000004979755,0.00001786512,0.000004096387,0.9986181,0.0002887646,0.0004828699,0.0001334886,0.000002198365],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.215014,0.001166217,0.7719305,0.001212036,0.0001932083,0.0001971607,0.0007590808,0.003144395,0.006383442],"genre_scores_gemma":[0.955897,0.0002692332,0.03773055,0.0001706651,0.00004151963,0.000122111,0.0005517983,0.00005986997,0.005157331],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01354868,"threshold_uncertainty_score":0.02693963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1364691823548999,"score_gpt":0.4264936959285001,"score_spread":0.2900245135736002,"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."}}