{"id":"W4386920289","doi":"10.1109/sas58821.2023.10254111","title":"Comparison of COVID-19 Classification via Imagenet-Based and RadImagenet-Based Transfer Learning Models with Random Frame Selection","year":2023,"lang":"en","type":"article","venue":"","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Selection (genetic algorithm); Computer science; Frame (networking); Transfer of learning; Artificial intelligence; Coronavirus disease 2019 (COVID-19); Machine learning; Medicine","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":[0.002366714,0.002528283,0.001187809,0.002618015,0.0004121841,0.001167003,0.001898315,0.001492503,0.001682733],"category_scores_gemma":[0.004121903,0.0002978372,0.001056665,0.001211421,0.0003911844,0.00168095,0.0009057226,0.001576054,0.001251961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00187562,"about_ca_system_score_gemma":0.001605162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0234588,"about_ca_topic_score_gemma":0.01840678,"domain_scores_codex":[0.9991091,0.000199189,0.00006366962,0.0002650812,0.000189792,0.0001731032],"domain_scores_gemma":[0.9990693,0.0003367677,0.00008542711,0.0001139679,0.0003038207,0.00009081268],"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":[0.001811721,0.001242882,0.02196326,0.0004713965,0.0006045556,0.0003624047,0.0001086443,0.3688538,0.005048788,0.002855634,0.0350931,0.5615838],"study_design_scores_gemma":[0.00002642531,0.0002119494,0.001648458,0.00003192648,0.0000441363,0.00005440156,0.00003787208,0.9925728,0.002799856,0.0009589232,0.001594802,0.00001852239],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6697034,0.01849756,0.2574235,0.003538054,0.002169367,0.0009399892,0.008416031,0.0151402,0.02417191],"genre_scores_gemma":[0.8954999,0.002759519,0.06977888,0.0008989639,0.0003067145,0.0003642341,0.01964091,0.0002983858,0.01045252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0234588,"threshold_uncertainty_score":0.04664451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08757908932088462,"score_gpt":0.3609346836168976,"score_spread":0.273355594296013,"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."}}