{"id":"W2996446178","doi":"10.1097/mpa.0000000000001445","title":"Hospitalizations for Acute and Chronic Pancreatitis in a French-Canadian Population","year":2019,"lang":"en","type":"letter","venue":"Pancreas","topic":"Pancreatitis Pathology and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université du Québec à Chicoutimi","funders":"","keywords":"Acute pancreatitis; Medicine; Pancreatitis; University hospital; Emergency medicine; Family medicine; Internal medicine; General surgery; Gerontology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00008689108,0.0003391021,0.0007836276,0.0004576742,0.00009937897,0.0000259484,0.0000690003,0.0008514544,0.000136228],"category_scores_gemma":[0.00008588663,0.0003305195,0.0001237922,0.0001636655,0.00006315544,0.00008084525,0.00001815522,0.0004938949,0.00007132329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007431538,"about_ca_system_score_gemma":0.0004567936,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07688367,"about_ca_topic_score_gemma":0.04733904,"domain_scores_codex":[0.9984059,0.00006043148,0.0003076737,0.0005488363,0.0001404076,0.0005367383],"domain_scores_gemma":[0.9991435,0.0001390373,0.0001164307,0.0004106999,0.00006836404,0.0001219756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002571128,0.00004453762,0.6092949,0.0004335211,0.0007226034,0.001986354,0.0001195372,0.000001889694,0.00001777458,0.0003152692,0.3843942,0.002643759],"study_design_scores_gemma":[0.002960071,0.000599251,0.7637153,0.0006225124,0.001797294,0.0006732501,0.000003567973,0.0001392867,0.00001803123,0.0007429993,0.2283094,0.0004190019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4269602,0.01566878,0.0003573707,0.516259,0.001663267,0.0112237,0.005249622,0.0002785905,0.02233946],"genre_scores_gemma":[0.6059541,0.004005389,0.00291468,0.3117363,0.004278552,0.002433992,0.0436707,0.0002846905,0.0247216],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2045227,"threshold_uncertainty_score":0.9999147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009517298807074396,"score_gpt":0.2624286185664811,"score_spread":0.2529113197594067,"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."}}