{"id":"W2762161693","doi":"10.1016/j.jmig.2017.08.490","title":"Tips and Tricks for Laparoscopy in the Obese Patient","year":2017,"lang":"en","type":"article","venue":"Journal of Minimally Invasive Gynecology","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Mount Sinai Hospital","funders":"","keywords":"Medicine; Laparoscopy; Laparotomy; Surgery; Abdominal wall; Quadrant (abdomen)","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":[0.0007423932,0.0000938656,0.0004041509,0.0001325889,0.0001449907,0.00003506777,0.0001758388,0.0001064341,0.00002089624],"category_scores_gemma":[0.005731547,0.00005842553,0.000120359,0.00002619265,0.0001358319,0.00008561782,0.00003653034,0.0002601387,0.000002280171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000419645,"about_ca_system_score_gemma":0.0003232991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001039854,"about_ca_topic_score_gemma":0.0001564329,"domain_scores_codex":[0.9990585,0.00008358722,0.0004122237,0.0001045792,0.0001352737,0.0002058686],"domain_scores_gemma":[0.996694,0.002276232,0.0005106634,0.0002152857,0.000222277,0.00008153971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006008177,0.001745831,0.6803109,0.0004520893,0.0005994326,0.005549566,0.01103064,0.000003165114,0.03844533,0.0007441347,0.1191942,0.1359165],"study_design_scores_gemma":[0.009331584,0.0100508,0.9012818,0.0004134047,0.0003548467,0.002969383,0.003517497,0.00005260553,0.004824981,0.00130561,0.06563883,0.0002586161],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991461,0.0006057902,0.00001058331,0.005827273,0.0004522731,0.0002377063,0.000002853656,0.00000198273,0.001400566],"genre_scores_gemma":[0.9970427,0.0003213928,0.0009111186,0.001244496,0.0003392269,0.00001420221,7.022504e-7,0.000008488856,0.000117627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2209709,"threshold_uncertainty_score":0.6861611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03009368032665772,"score_gpt":0.3021466449515997,"score_spread":0.272052964624942,"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."}}