{"id":"W2134296963","doi":"10.1007/s13679-014-0111-1","title":"An Update on Bariatric Surgery","year":2014,"lang":"en","type":"article","venue":"Current Obesity Reports","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"The King's University; University of Alberta","funders":"","keywords":"Medicine; Behavioral therapy; Surgery; General surgery; Clinical psychology","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":[0.001330181,0.0002099352,0.0005329708,0.0002517493,0.000120316,0.00003176447,0.00005620958,0.0001050022,0.0002981927],"category_scores_gemma":[0.0006226415,0.0001730368,0.0002760383,0.0002614115,0.00003144721,0.0001291221,0.00002871288,0.0002803838,0.000175209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004873953,"about_ca_system_score_gemma":0.0001422972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001208708,"about_ca_topic_score_gemma":0.00000156815,"domain_scores_codex":[0.9980832,0.0001272085,0.0005452323,0.0004863147,0.0004189827,0.0003390328],"domain_scores_gemma":[0.99818,0.0002591464,0.0002517402,0.0008667879,0.00009161736,0.0003507461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004375315,0.0006570288,0.928057,0.00008558467,0.00002120695,0.0002731936,0.00002512352,0.000004286224,0.00002745104,0.000316567,0.01496997,0.05551889],"study_design_scores_gemma":[0.0001971076,0.00007792609,0.8812239,0.00007103355,0.0001483619,0.0004550454,0.000003858035,0.00009192876,0.0005673559,0.0006221613,0.1162928,0.0002485539],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916676,0.0004058369,0.0004062245,0.000368988,0.004914064,0.0002046934,0.000001555078,0.0002344618,0.001796593],"genre_scores_gemma":[0.9979945,0.000108672,0.00007442549,0.000442271,0.001069538,0.000008377374,0.0001049667,0.00002279025,0.0001744088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1013228,"threshold_uncertainty_score":0.7056235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02708691906084498,"score_gpt":0.2906361335720795,"score_spread":0.2635492145112345,"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."}}