{"id":"W4367669297","doi":"10.1148/radiol.222426","title":"Imaging of Pancreatitis, Panniculitis, and Polyarthritis Syndrome","year":2023,"lang":"en","type":"article","venue":"Radiology","topic":"Bone and Joint Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"North York General Hospital; Western University","funders":"","keywords":"Medicine; Polyarthritis; Pancreatitis; Orthopedic surgery; Knee pain; Panniculitis; Magnetic resonance imaging; Radiology; Arthritis; Surgery; Internal medicine; Pathology; Osteoarthritis","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":[],"consensus_categories":[],"category_scores_codex":[0.00006757652,0.00006335191,0.00028809,0.0000931524,0.00002396515,0.000002300863,0.00002083202,0.0000376143,0.0001310584],"category_scores_gemma":[0.00006446945,0.00005809738,0.00004507785,0.0001216242,0.000142447,0.00002926408,0.00002496596,0.00005287534,0.0000404406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006784212,"about_ca_system_score_gemma":0.00003133557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000914302,"about_ca_topic_score_gemma":0.000003284438,"domain_scores_codex":[0.9994596,0.00003012543,0.0001444278,0.0001403639,0.00005052586,0.0001749365],"domain_scores_gemma":[0.9996718,0.0000699942,0.00002921718,0.0001239327,0.00001974077,0.00008535755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005301651,0.00003509731,0.9461077,0.0001633099,0.00008474655,0.003318271,0.000119854,3.776138e-7,0.004981906,0.001948682,0.02297887,0.0202082],"study_design_scores_gemma":[0.0008327409,0.0001702631,0.9864042,0.00008652436,0.00005406364,0.00838413,0.00009653161,0.00004473091,0.0001906091,0.0006359502,0.003035296,0.00006495939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991259,0.005834305,0.000009504837,0.001286434,0.00007739355,0.00009489022,0.00003692864,0.00008305936,0.001318499],"genre_scores_gemma":[0.997145,0.001938669,0.0001069191,0.0003262938,0.00004810641,0.000009224223,0.00005792817,0.00000962831,0.0003582462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04029653,"threshold_uncertainty_score":0.2369142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00983350378733284,"score_gpt":0.2530094531789464,"score_spread":0.2431759493916136,"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."}}