{"id":"W2004490046","doi":"10.1007/s00464-002-8920-9","title":"Predicting conversion in laparoscopic colorectal surgery","year":2003,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Abdominal surgery; Laparoscopic surgery; Colorectal cancer; Hepatology; Colorectal surgery; Malignancy; Logistic regression; Surgery; Laparoscopy; Endoscopic surgery; Internal medicine; Cancer; Endoscopy","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":[0.0003823131,0.0002345028,0.0006641629,0.0001888826,0.0000634502,0.00001679601,0.00005680637,0.0001669843,0.001699158],"category_scores_gemma":[0.000419626,0.0002004866,0.000207668,0.0006234485,0.0001104882,0.00009651204,0.0000343684,0.0003269771,0.0001566509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003358101,"about_ca_system_score_gemma":0.0002326061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001192899,"about_ca_topic_score_gemma":0.00002199882,"domain_scores_codex":[0.9979756,0.00019359,0.00042371,0.0004593047,0.0004054743,0.0005423429],"domain_scores_gemma":[0.9984692,0.0008934316,0.00007534441,0.0002089669,0.00004781976,0.0003052272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001512548,0.0003448737,0.9953272,0.00005990085,0.00003842213,0.00171629,0.00005149948,0.000004306553,0.0002314391,0.000260669,0.0001341032,0.0003187257],"study_design_scores_gemma":[0.08423529,0.002253601,0.634382,0.001235064,0.0002377876,0.0016302,0.0003171127,0.0005953041,0.1710332,0.0004977373,0.1024184,0.001164199],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9602242,0.0005442609,0.000001365006,0.0001292852,0.0005796028,0.0004206709,0.000006290809,0.0001229987,0.03797133],"genre_scores_gemma":[0.9988548,0.0001767168,0.0001340314,0.00009551788,0.00007366538,0.00007780221,0.00002518449,0.00002878834,0.0005334897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3609452,"threshold_uncertainty_score":0.9992134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01973430146287744,"score_gpt":0.2859428505298651,"score_spread":0.2662085490669877,"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."}}