{"id":"W1965948589","doi":"10.1097/sle.0b013e3181d65de0","title":"Laparoscopic Management of Multiple Gallstone Ileus","year":2010,"lang":"en","type":"article","venue":"Surgical Laparoscopy Endoscopy & Percutaneous Techniques","topic":"Biliary and Gastrointestinal Fistulas","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria General Hospital; University of Victoria; University of British Columbia","funders":"","keywords":"Gallstone ileus; Medicine; Gallstones; General surgery; Ileus; Presentation (obstetrics); Bowel obstruction; Gallbladder; MEDLINE; Surgery; Fistula","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":[0.000357761,0.0005280926,0.001024911,0.0002077712,0.0001510599,0.0000344702,0.0004099556,0.0003390994,0.001463267],"category_scores_gemma":[0.00009598082,0.0004585567,0.0003549689,0.0004091064,0.0006512379,0.0001163591,0.0001939582,0.001067236,0.00008522597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007411808,"about_ca_system_score_gemma":0.00008911812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001338357,"about_ca_topic_score_gemma":0.00003314318,"domain_scores_codex":[0.9968711,0.00007589305,0.0008381267,0.0007808744,0.000680807,0.0007532158],"domain_scores_gemma":[0.9978076,0.0002746543,0.0002079016,0.001051044,0.0002165879,0.000442213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001344474,0.0009350852,0.005933754,0.0004934673,0.0001098761,0.004156154,0.00004849197,7.104048e-7,0.9813312,0.002288674,0.000712028,0.00264607],"study_design_scores_gemma":[0.0001993419,0.001790832,0.0001529566,0.0006072872,0.0002307213,0.01010758,0.00005578384,0.00006181341,0.9510027,0.0003746311,0.03504338,0.0003730404],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9561545,0.0001438566,0.00002053791,0.0003086821,0.0003524343,0.001121321,0.00005820927,0.000857091,0.04098342],"genre_scores_gemma":[0.8654459,0.0003285356,0.1312959,0.0001356847,0.0001954531,0.00009560238,0.00006626122,0.00007785705,0.002358808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1312754,"threshold_uncertainty_score":0.9997866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009799300353958948,"score_gpt":0.2844572525554289,"score_spread":0.2746579522014699,"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."}}