{"id":"W4387592008","doi":"10.1016/j.pan.2023.06.509","title":"Acute pancreatitis: leave no stone unturned","year":2023,"lang":"en","type":"article","venue":"Pancreatology","topic":"Pancreatitis Pathology and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Acute pancreatitis; Pancreatitis; General surgery; Intensive care medicine; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001765246,0.0003219447,0.0009156136,0.0003008294,0.0001737113,0.00001013919,0.0001205241,0.0003468937,0.000769709],"category_scores_gemma":[0.0001913399,0.0002774443,0.0001916133,0.0005283911,0.0002887801,0.00007242813,0.00008683437,0.0002961006,0.01353416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008857728,"about_ca_system_score_gemma":0.0001295989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009334931,"about_ca_topic_score_gemma":0.00002103688,"domain_scores_codex":[0.9979689,0.0001431996,0.0003581094,0.0005858531,0.000198433,0.0007454702],"domain_scores_gemma":[0.9986759,0.0002237136,0.00009995018,0.0006120151,0.0001348777,0.0002535061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001791013,0.0005083951,0.8717775,0.0001440933,0.003141778,0.03738558,0.0006074386,0.000003086277,0.01761284,0.01899026,0.04205083,0.005987204],"study_design_scores_gemma":[0.01373021,0.003015393,0.8781144,0.0002292438,0.004146176,0.02261118,0.0002844628,0.0002611564,0.02181256,0.003012092,0.05184133,0.0009418079],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9144447,0.0006341393,0.00006561814,0.001477586,0.0005481025,0.0005000841,0.0000824598,0.0008184224,0.08142889],"genre_scores_gemma":[0.9757687,0.00206581,0.001296246,0.0009791587,0.0002682625,0.0002795749,0.0005497097,0.00005647733,0.01873605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06269284,"threshold_uncertainty_score":0.9999678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0168392306254862,"score_gpt":0.2965469648915989,"score_spread":0.2797077342661127,"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."}}