{"id":"W2104006879","doi":"10.1007/s00464-011-1765-3","title":"Cost-efficiency of laparoscopic versus open colon surgery in a tertiary care center","year":2011,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Colectomy; Abdominal surgery; Surgery; Laparoscopy; General surgery; Colorectal surgery; Cardiothoracic surgery; Laparoscopic surgery; Hepatology; Colorectal cancer; Internal medicine","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":[0.0001817801,0.000223389,0.0007303716,0.0001680602,0.00003393978,0.00001237654,0.0002371094,0.0001345081,0.001810797],"category_scores_gemma":[0.0001071361,0.0001816655,0.0001901363,0.0004311617,0.0001549318,0.0001160331,0.0002289724,0.0002119939,0.00005622071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002731212,"about_ca_system_score_gemma":0.0002414044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008628141,"about_ca_topic_score_gemma":0.0001564458,"domain_scores_codex":[0.9981652,0.0001262399,0.0004981849,0.0004339268,0.0003214917,0.0004549222],"domain_scores_gemma":[0.998798,0.0004028492,0.0001115705,0.0003678245,0.00008597624,0.0002337967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01709879,0.001576839,0.9743796,0.0001533267,0.00008049874,0.001650489,0.001025868,7.930065e-7,0.00008591759,0.0001087747,0.0001826132,0.003656509],"study_design_scores_gemma":[0.136752,0.003785595,0.7460772,0.001526158,0.0002406142,0.0001333849,0.0009326487,0.00004730569,0.08420449,0.00008465137,0.02542883,0.0007870795],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9475134,0.0006506952,0.000001162274,0.00006159663,0.0005735745,0.001185887,0.00003667071,0.00003835949,0.04993865],"genre_scores_gemma":[0.9990707,0.000151527,0.0001919161,0.00006821069,0.00003663765,0.0002470493,0.0000570245,0.00002563814,0.0001512836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2283023,"threshold_uncertainty_score":0.9991017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09058492051337387,"score_gpt":0.3593121043151237,"score_spread":0.2687271838017498,"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."}}