{"id":"W1485020554","doi":"10.1007/s004640000309","title":"Predicting conversion to open surgery in laparoscopic colorectal resections","year":2000,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; Wellesley Institute; University of Toronto","funders":"","keywords":"Medicine; Odds ratio; Abdominal surgery; Fistula; Logistic regression; Surgery; Hepatology; Malignancy; Colorectal surgery; Rectum; Diverticulitis; Splenic flexure; Colorectal cancer; General surgery; Internal medicine; Cancer; Colonoscopy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003662895,0.0002217176,0.0006718286,0.0002143215,0.000124548,0.00005802701,0.0001864955,0.0001407516,0.009565248],"category_scores_gemma":[0.0001799937,0.00019518,0.0001504661,0.001070743,0.00007410796,0.0001768252,0.0001533798,0.0003197092,0.0006356071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004284025,"about_ca_system_score_gemma":0.0002195183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001612762,"about_ca_topic_score_gemma":0.0002544501,"domain_scores_codex":[0.9979043,0.0001534162,0.0004437292,0.0005715393,0.000382351,0.0005446528],"domain_scores_gemma":[0.9984695,0.0006848132,0.00004270109,0.0002826966,0.00004979964,0.0004704547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01721447,0.0007923022,0.9712824,0.00005070612,0.00007371366,0.001902628,0.0002135681,0.00005889764,0.0002254055,0.00004818739,0.001751484,0.006386263],"study_design_scores_gemma":[0.04792932,0.003409753,0.6686671,0.00136924,0.00014076,0.0006779021,0.0001907765,0.0006423754,0.03322566,0.0001695709,0.2427084,0.000869095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9306952,0.0001084285,4.845145e-7,0.0008526379,0.0003217624,0.001058708,0.00002040203,0.0001133759,0.066829],"genre_scores_gemma":[0.9948411,0.0001408328,0.0001676965,0.0002756959,0.0001451531,0.000286031,0.0000447722,0.00003104977,0.004067694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3026153,"threshold_uncertainty_score":0.9913402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0305286717955898,"score_gpt":0.3334574845897177,"score_spread":0.302928812794128,"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."}}