{"id":"W4309861879","doi":"10.2196/29713","title":"Matched Endoscopic Sleeve Gastroplasty and Laparoscopic Sleeve Gastrectomy Cases: Formative Cohort Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bond University","keywords":"Medicine; Sleeve gastrectomy; Cohort; Body mass index; Surgery; Anxiety; Hospital Anxiety and Depression Scale; Prospective cohort study; Quality of life (healthcare); Internal medicine; Physical therapy; Weight loss; Obesity; Gastric bypass","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001429974,0.0005391823,0.0006514414,0.001141292,0.001003198,0.0007754312,0.0007656855,0.0007581746,0.003092681],"category_scores_gemma":[0.002387259,0.0007279276,0.0007953926,0.0007950425,0.000590722,0.001066171,0.00126888,0.0006321688,0.0007048005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004916858,"about_ca_system_score_gemma":0.0004892806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004004193,"about_ca_topic_score_gemma":0.005072622,"domain_scores_codex":[0.998709,0.000256976,0.0001387962,0.0004677688,0.0002038406,0.0002236482],"domain_scores_gemma":[0.9990003,0.0001544689,0.0002818007,0.0002038551,0.0001407512,0.0002189486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004563358,0.0003374987,0.9970338,0.00001899719,0.00007517232,0.0003415308,0.0003285804,0.00002044716,0.0003046962,0.00004158141,0.0001281147,0.0009131443],"study_design_scores_gemma":[0.0001159932,0.002071792,0.9931635,0.00002626035,0.0001312061,0.001708003,0.001579963,0.0002962132,0.0001390909,0.00007037077,0.0006823806,0.00001526347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987788,0.0001331835,0.0001940923,0.00001590815,0.0000131474,0.0001810829,0.0002700547,0.000002454132,0.0004113949],"genre_scores_gemma":[0.9986903,0.00008098267,0.0002170938,0.0000640385,0.00002787608,0.0001606798,0.0005021698,0.000003212808,0.0002535471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004004193,"threshold_uncertainty_score":0.01034606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04150015864901013,"score_gpt":0.3757610293171584,"score_spread":0.3342608706681483,"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."}}