{"id":"W2519218064","doi":"10.1148/rg.2016160013","title":"Invited Commentary on “Pelvic Inflammatory Disease,” with Response from Dr Revzin and Colleagues","year":2016,"lang":"en","type":"letter","venue":"Radiographics","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; MEDLINE; Nuclear medicine; Radiology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003169331,0.0005263815,0.0007069343,0.0009408575,0.0001455129,0.00005542011,0.0001880734,0.000420554,0.0000638096],"category_scores_gemma":[0.00005585237,0.0003686587,0.0002054901,0.0003370688,0.0004266604,0.00006877115,0.00009875681,0.0009961753,0.00001448037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001210808,"about_ca_system_score_gemma":0.00003559169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001212267,"about_ca_topic_score_gemma":0.00003396433,"domain_scores_codex":[0.9973813,0.0003303099,0.0003844994,0.0007448378,0.0007090326,0.0004499848],"domain_scores_gemma":[0.997588,0.0008975249,0.0002422321,0.0009133188,0.00006083956,0.0002980666],"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":[0.00266948,0.00007237127,0.05202942,0.0002284038,0.0007351227,0.005244738,0.0000560135,1.525606e-7,0.00001227276,0.00001111822,0.9382017,0.000739202],"study_design_scores_gemma":[0.00269218,0.0006531798,0.09943792,0.003277055,0.0008447413,0.000009275836,0.00002247842,0.000004683541,0.000009756893,0.0001163239,0.8925052,0.0004271666],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.08826733,0.002280871,0.00001769985,0.9070824,0.000210474,0.001189609,0.0007355732,0.0001316877,0.00008437114],"genre_scores_gemma":[0.00353206,0.006494479,0.0001121177,0.9850552,0.00263801,0.000174868,0.001532588,0.0001352843,0.0003253638],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08473527,"threshold_uncertainty_score":0.9998766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01190236262066313,"score_gpt":0.2350335222135564,"score_spread":0.2231311595928933,"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."}}