{"id":"W2133283891","doi":"10.1097/01.med.0000432612.80860.34","title":"What the new obesity guidelines will tell us","year":2013,"lang":"en","type":"review","venue":"Current Opinion in Endocrinology Diabetes and Obesity","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Nutrition, Metabolism and Diabetes","funders":"","keywords":"Scope (computer science); Obesity; Overweight; Medicine; Scope of practice; Identification (biology); Weight loss; Intensive care medicine; Risk analysis (engineering); Psychology; Health care; Political science; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003599919,0.0006723932,0.002476697,0.0003208856,0.0001679003,0.0001030533,0.0003632001,0.0004050019,0.0002143951],"category_scores_gemma":[0.0004183708,0.0004050478,0.0005776068,0.0004090818,0.0002447534,0.0003403232,0.0004347186,0.001197469,0.0001386128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009380899,"about_ca_system_score_gemma":0.0003412567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005967959,"about_ca_topic_score_gemma":0.000005761633,"domain_scores_codex":[0.9966432,0.00036041,0.001139687,0.0007636427,0.0002363579,0.0008566623],"domain_scores_gemma":[0.9975564,0.0009018886,0.0004119694,0.0007346838,0.0001276159,0.000267391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003184798,0.0001462816,0.1300878,0.008175415,0.0001159649,0.000003302293,0.00002847968,1.802181e-7,4.220865e-8,0.0002936256,0.02772584,0.8334199],"study_design_scores_gemma":[0.0005017158,0.00005700006,0.02101164,0.009837196,0.0004623395,0.00006341562,0.000024963,0.00000894825,0.000001276082,0.0002411453,0.967415,0.0003754116],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004690823,0.9767886,0.000005443711,0.001024909,0.01600458,0.001361911,0.00001496631,0.00007705878,0.00003174774],"genre_scores_gemma":[0.00003411985,0.9971519,0.000066534,0.0002169993,0.001755141,0.0001082589,0.0001666902,0.00003819185,0.0004621515],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9396891,"threshold_uncertainty_score":0.9998401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1150619054232617,"score_gpt":0.3875620200685746,"score_spread":0.2725001146453129,"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."}}