{"id":"W4323041134","doi":"10.1148/cases.20239055","title":"Epipericardial Fat Necrosis","year":2023,"lang":"en","type":"standard","venue":"","topic":"Omental and Epiploic Conditions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Necrosis; Biology; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005155256,0.0001950006,0.0004946647,0.0001570348,0.0000896886,0.00002407988,0.00006457858,0.0002100627,0.007392106],"category_scores_gemma":[0.00005090388,0.0001517879,0.0003606122,0.0002595455,0.00007514661,0.00002280609,0.00009195506,0.0003116963,0.003610556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001479174,"about_ca_system_score_gemma":0.0001143139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000235825,"about_ca_topic_score_gemma":0.00003948024,"domain_scores_codex":[0.998871,0.00001075796,0.0002050513,0.0002884678,0.0003630662,0.0002616137],"domain_scores_gemma":[0.9993953,0.00004988343,0.00003669032,0.000288458,0.00005501488,0.0001747022],"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":[0.00002079575,0.00002905565,0.00009904653,0.0001030334,0.0001637471,0.00007222128,0.00004244718,9.746938e-8,0.00008015052,0.000082303,0.9928553,0.006451762],"study_design_scores_gemma":[0.0005311429,0.0001657139,0.00131906,0.000170012,0.0002906347,0.00001951187,0.000122034,0.000002990952,0.0000812619,0.0003517045,0.9967695,0.000176393],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008231899,0.0003254176,0.00008447225,0.009205171,0.005852609,0.0005611092,0.002653575,0.0007923588,0.9797021],"genre_scores_gemma":[0.003399512,0.001327639,0.0002297037,0.001457159,0.003054675,0.00008793092,0.003902905,0.00008453937,0.9864559],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.007748011,"threshold_uncertainty_score":0.9971653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03088625011325663,"score_gpt":0.3170859800866429,"score_spread":0.2861997299733863,"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."}}