{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005658336,0.0002371728,0.0003698924,0.0005572448,0.0005701298,0.0008218525,0.0002896228,0.0008691368,0.002705267],"category_scores_gemma":[0.006741407,0.0001891407,0.001276093,0.0008941171,0.0002678023,0.0006303465,0.0005244696,0.001148928,0.0001272921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001222818,"about_ca_system_score_gemma":0.001187206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01643359,"about_ca_topic_score_gemma":0.03205421,"domain_scores_codex":[0.9993691,0.0002466753,0.00004717282,0.00002680986,0.0001044537,0.0002058299],"domain_scores_gemma":[0.9973524,0.0009752116,0.0008136174,0.00005222605,0.0002027376,0.0006038869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002142186,0.0006366831,0.9805481,0.00005748089,0.0004315889,0.0005147191,0.00007382009,0.000784334,0.0001615428,0.0004339101,0.0007442728,0.0134713],"study_design_scores_gemma":[0.00007002098,0.0003186471,0.9975936,0.00001778807,0.0002025765,0.0002859329,0.0002350917,0.0007696309,0.00003870394,0.0002408745,0.0002175566,0.000009598342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951254,0.0009979234,0.00003384471,0.001504422,0.00003386379,0.000006181722,0.0002890363,0.000001491042,0.002007925],"genre_scores_gemma":[0.9990205,0.0003839678,0.00004753379,0.0001231546,0.00004393898,0.000003817555,0.0002322081,8.935342e-7,0.000143941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01643359,"threshold_uncertainty_score":0.03267586,"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."}}