{"id":"W4285024807","doi":"10.3390/diagnostics12071694","title":"Radiomics Diagnostic Tool Based on Deep Learning for Colposcopy Image Classification","year":2022,"lang":"en","type":"article","venue":"Diagnostics","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"VLIRUOS; Vlaamse Interuniversitaire Raad","keywords":"Colposcopy; Medicine; Cervical cancer; Cervix; Visual inspection; Cancer; Radiology; Gynecology; Artificial intelligence; Internal medicine; Computer science","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":[0.0007179169,0.0005557039,0.0004610649,0.00167009,0.0001675894,0.0006225476,0.0008641075,0.000657497,0.003463884],"category_scores_gemma":[0.002329932,0.0002321096,0.0005519118,0.0005241715,0.0001663746,0.0006007402,0.0004773608,0.0004839134,0.0008223503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006360505,"about_ca_system_score_gemma":0.0004737251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002600964,"about_ca_topic_score_gemma":0.003159569,"domain_scores_codex":[0.9996216,0.00006676477,0.00003159757,0.00009540273,0.0001383421,0.00004630133],"domain_scores_gemma":[0.9992624,0.0002508755,0.00007336139,0.00007736449,0.0003024093,0.00003352367],"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":[0.0003423957,0.0003338325,0.01106865,0.0001753514,0.0001647975,0.0002533157,0.00004961078,0.08577068,0.02246782,0.001715951,0.00794203,0.8697156],"study_design_scores_gemma":[0.00001207726,0.0001076224,0.003015013,0.00001767876,0.00002988799,0.0001534568,0.00001061708,0.9858691,0.008484476,0.0007659207,0.001520091,0.00001402849],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1146458,0.001509699,0.8669249,0.000711339,0.0002368204,0.0003469015,0.0008953506,0.009715122,0.005014122],"genre_scores_gemma":[0.726381,0.0005701057,0.2668001,0.0003965283,0.00009964704,0.0002845573,0.001228347,0.0001196274,0.004119991],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003463884,"threshold_uncertainty_score":0.01158786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03165982890608556,"score_gpt":0.337915779988999,"score_spread":0.3062559510829135,"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."}}