{"id":"W2048713577","doi":"10.1381/0960892041719662","title":"The Impact of Weight Reduction Surgery on Health-Care Costs in Morbidly Obese Patients","year":2004,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":221,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Cohort; Weight loss; Body mass index; Obesity; Cohort study; Surgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.00111198,0.0002328087,0.0007907823,0.0004334745,0.0001724499,0.00001607491,0.00007355844,0.0001407366,0.00003758003],"category_scores_gemma":[0.0008515427,0.0001570919,0.0006345628,0.0007461869,0.00008359187,0.0001340243,0.00002903082,0.0003046934,0.00003688259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001018204,"about_ca_system_score_gemma":0.0009856542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002484539,"about_ca_topic_score_gemma":0.0001100196,"domain_scores_codex":[0.9977746,0.000224004,0.0007468453,0.0003029646,0.0004466486,0.0005049573],"domain_scores_gemma":[0.9971979,0.001602712,0.0003341391,0.0004884853,0.0001733565,0.0002033768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005927933,0.0007078121,0.9562005,0.0000963359,0.00005735042,0.0000292952,0.0002954871,0.00002970619,0.00001602989,0.00003626483,0.01122698,0.0307115],"study_design_scores_gemma":[0.0005610541,0.0001109262,0.9974616,0.0004026859,0.00001561992,0.00001523552,0.0001401595,0.000001263884,0.0006945521,0.0001015442,0.0003544088,0.0001409295],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951504,0.001330695,0.000001836136,0.001476844,0.001252864,0.0003669189,0.00001661118,0.00004642638,0.0003573855],"genre_scores_gemma":[0.9982566,0.001157701,0.00001346177,0.0001902626,0.0001902214,0.00001346263,0.00009779311,0.00002571219,0.00005479866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04126117,"threshold_uncertainty_score":0.6406021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01642716663493948,"score_gpt":0.2852974951710491,"score_spread":0.2688703285361096,"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."}}