{"id":"W1983070174","doi":"10.1002/bjs.6787","title":"Population-based trend analysis of 2813 patients undergoing laparoscopic sigmoid resection","year":2009,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Diverticular Disease and Complications","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Public Health Ontario; University of Toronto","funders":"Johnson and Johnson","keywords":"Medicine; Diverticular disease; Surgery; Resection; Complication; Prospective cohort study; Laparoscopic surgery; Laparoscopy; General surgery","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":[0.0001783839,0.00005637567,0.000376944,0.0005077663,0.00005789343,0.00002464629,0.00003952097,0.00003460749,0.00009331777],"category_scores_gemma":[0.0002865017,0.00006314024,0.0003903118,0.0007281656,0.00001294627,0.0001177626,0.00000369352,0.00007928242,9.924341e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005243999,"about_ca_system_score_gemma":0.0001107175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006640951,"about_ca_topic_score_gemma":0.00006434976,"domain_scores_codex":[0.9989253,0.00005023829,0.0004989222,0.00008636302,0.0003383136,0.0001008849],"domain_scores_gemma":[0.9990357,0.0001589361,0.0003236823,0.0001071071,0.0002645334,0.0001100029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001024679,0.0005574086,0.9794698,0.00002456115,0.0003850425,0.00004284603,0.000008760256,0.000509956,0.0001499322,0.000008492701,0.00104102,0.01769976],"study_design_scores_gemma":[0.0006103783,0.00009637491,0.9971299,0.000410541,0.001147146,0.00002134053,0.00001376758,0.0002101904,0.000203142,0.00006405872,0.00004142254,0.00005177322],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986876,0.0006429016,0.0001994328,0.0001528872,0.00007836412,0.00004576743,0.00001475429,0.000007711782,0.000170592],"genre_scores_gemma":[0.9993544,0.0001233916,0.00009259745,0.0002131647,0.00004906326,8.131619e-7,0.0001328411,0.000004951693,0.00002881569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01766011,"threshold_uncertainty_score":0.2574784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02233775357183897,"score_gpt":0.2666655052470205,"score_spread":0.2443277516751815,"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."}}