{"id":"W4220742071","doi":"10.1038/s41374-022-00759-x","title":"USCAP 2022 Abstracts: Informatics (977-1017)","year":2022,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Health Services; University of Alberta; University of Calgary; Alberta Hospital Edmonton; University of Alberta Hospital","funders":"Foundation Medicine","keywords":"Informatics; Medicine; Computer science; Library science; Engineering; Electrical engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001280422,0.00169668,0.00104247,0.005147681,0.001505788,0.005965164,0.001734129,0.003054721,0.879424],"category_scores_gemma":[0.004272661,0.0007960651,0.0008062061,0.003506623,0.0006973669,0.002146747,0.002562117,0.001625441,0.7959802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001493083,"about_ca_system_score_gemma":0.002501856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004437425,"about_ca_topic_score_gemma":0.006150252,"domain_scores_codex":[0.9991921,0.0001412341,0.00009346966,0.0002034465,0.0002710472,0.00009869549],"domain_scores_gemma":[0.9961766,0.0006462309,0.0002608605,0.0003710587,0.001610485,0.0009347138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000581606,0.00005784772,0.0001983412,0.0001552328,0.000008784002,0.00003043451,0.000006927728,0.00006972106,0.0002921603,0.0004714062,0.9320596,0.06659147],"study_design_scores_gemma":[0.00004045199,0.00004690307,0.001349493,0.0002537915,0.00001415613,0.00007442041,0.00002076414,0.0003607001,0.0005839648,0.001104129,0.9961384,0.00001278025],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001249184,0.002520126,0.002773934,0.004418654,0.004438406,0.0002630016,0.03931496,0.008251814,0.93677],"genre_scores_gemma":[0.003689075,0.001495626,0.00126322,0.001977817,0.002264141,0.0001979689,0.02305968,0.001311882,0.9647406],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.879424,"threshold_uncertainty_score":0.171987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009212656423472547,"score_gpt":0.2527011562683321,"score_spread":0.2434884998448596,"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."}}