{"id":"W2054519837","doi":"10.1155/2013/108507","title":"Endoscopic Revision (StomaphyX) versus Formal Surgical Revision (Gastric Bypass) for Failed Vertical Band Gastroplasty","year":2013,"lang":"en","type":"article","venue":"Journal of Obesity","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Alexandra Hospital; University of British Columbia; University of Alberta","funders":"","keywords":"Algorithm; Medicine; Computer science; Materials science; Artificial intelligence","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":[0.0006553702,0.0001830523,0.0003708977,0.0003062235,0.000105407,0.0003676635,0.0001956577,0.0002215722,0.001627149],"category_scores_gemma":[0.00248378,0.0000663562,0.0005350806,0.0001723509,0.0002538924,0.0002045338,0.0002759287,0.0002878019,0.0001213155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002583042,"about_ca_system_score_gemma":0.0002263569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002569523,"about_ca_topic_score_gemma":0.0005913945,"domain_scores_codex":[0.9996835,0.00009045229,0.00005565901,0.00005493177,0.00005490961,0.00006050499],"domain_scores_gemma":[0.998492,0.0006388327,0.0004969572,0.00005758318,0.00006805357,0.0002464839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04393908,0.001030158,0.7951103,0.001250588,0.001372607,0.001916839,0.0002959672,0.0006295355,0.005115989,0.0002044449,0.000641697,0.1484928],"study_design_scores_gemma":[0.000898982,0.04737199,0.9349157,0.0002612157,0.000649749,0.01144308,0.0006056996,0.0007995723,0.001809422,0.0001235452,0.00110235,0.00001862243],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985539,0.001115933,0.00006533205,0.0000211135,0.00001831351,0.00000930682,0.00002451527,0.000002936962,0.000188564],"genre_scores_gemma":[0.9993175,0.0004180851,0.00009389168,0.0000238177,0.00002627642,0.00001028302,0.00005310119,9.097438e-7,0.00005606721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001627149,"threshold_uncertainty_score":0.005443335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0185557616303914,"score_gpt":0.2766298317244889,"score_spread":0.2580740700940975,"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."}}