{"id":"W4410171224","doi":"10.1007/s11695-025-07886-6","title":"Indications and Outcomes of Laparoscopic Versus Robotic Conversional Bariatric Surgery: An MBSAQIP Study","year":2025,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Surgery; Reflux; Robotic surgery; Laparoscopy; Weight loss; Mortality rate; Internal medicine; Obesity","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001624781,0.0004189326,0.0005749398,0.00187686,0.0002856023,0.001045366,0.0006232508,0.0005068796,0.002004836],"category_scores_gemma":[0.004743115,0.0004028326,0.001018866,0.001717107,0.0003237749,0.0008726586,0.001102936,0.0006074561,0.0004255076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006781559,"about_ca_system_score_gemma":0.0005385436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002269065,"about_ca_topic_score_gemma":0.002639414,"domain_scores_codex":[0.998997,0.0001751589,0.0001580758,0.0002765456,0.0002346565,0.0001586028],"domain_scores_gemma":[0.9960095,0.0005893974,0.002156973,0.0002196705,0.000396058,0.0006284253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008394927,0.00005972288,0.996043,0.00005838098,0.0002588702,0.00006985736,0.00005791196,0.00003518489,0.00008525872,0.00002346883,0.0002419132,0.002227053],"study_design_scores_gemma":[0.00009593309,0.00029746,0.9982154,0.00005912583,0.0001831159,0.00034284,0.0002189095,0.000136725,0.00003442719,0.00002187376,0.0003859618,0.000008306224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968601,0.0008214234,0.00007953939,0.00006077826,0.00001110793,0.00002388198,0.001729051,0.000002251217,0.0004118833],"genre_scores_gemma":[0.9953869,0.0004525849,0.0001208479,0.00008436755,0.00004266831,0.0000522779,0.003743252,0.000005046748,0.000111974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002269065,"threshold_uncertainty_score":0.008592725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03066008161694373,"score_gpt":0.2963649196691608,"score_spread":0.2657048380522171,"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."}}