{"id":"W4283276437","doi":"10.1148/radiol.210250","title":"Case 307","year":2022,"lang":"en","type":"article","venue":"Radiology","topic":"Radiopharmaceutical Chemistry and Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Abdomen; Vomiting; Nausea; Physical examination; Abdominal pain; Pelvis; Malignancy; Emergency department; Radiology; Surgery; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006776662,0.00003772018,0.00009035392,0.00001386542,0.0001315683,9.399464e-7,0.00003691783,0.00002113176,0.001879043],"category_scores_gemma":[0.00001752687,0.00003626164,0.00003316803,0.00008507658,0.00004858943,0.000005144248,0.00002820134,0.0001941518,0.00003424941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004131941,"about_ca_system_score_gemma":0.00002513327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002208546,"about_ca_topic_score_gemma":6.202093e-8,"domain_scores_codex":[0.9996422,0.00002381053,0.00007428486,0.0001137767,0.00003755849,0.0001084],"domain_scores_gemma":[0.9997188,0.00004453458,0.00001325926,0.0001386775,0.000006985884,0.00007767142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006193873,0.001082522,0.01265923,0.0001455147,0.0003083767,0.06824876,0.0005570151,0.0004594513,0.6564249,0.05525195,0.18129,0.02295287],"study_design_scores_gemma":[0.0009322114,0.0001524271,0.000440035,6.916256e-7,0.00006367052,0.3965596,0.0001394136,0.000640417,0.007777712,0.0006646251,0.5925416,0.00008766144],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710781,0.0002552107,0.00008162885,0.00366115,0.00006597654,0.0001070006,0.00001312357,0.00005316315,0.02468462],"genre_scores_gemma":[0.996058,0.000006050352,0.0002165691,0.001497651,0.0001406649,0.00009034719,0.00002298337,0.000005031942,0.001962742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6486472,"threshold_uncertainty_score":0.9990334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04479776299578435,"score_gpt":0.341287997958104,"score_spread":0.2964902349623196,"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."}}