{"id":"W4252429349","doi":"10.11124/01938924-201109161-00022","title":"Effectiveness of surgical weight loss on the remission of type 2 diabetes mellitus: A systematic review","year":2011,"lang":"en","type":"review","venue":"The JBI Database of Systematic Reviews and Implementation Reports","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Weight loss; Diabetes mellitus; Type 2 Diabetes Mellitus; Internal medicine; Surgery; Intensive care medicine; Endocrinology; Obesity","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02423701,0.0004999436,0.009299481,0.0001522988,0.00006736709,0.00000870682,0.0002443544,0.0001027553,0.000260888],"category_scores_gemma":[0.002655854,0.0001860556,0.001004892,0.0006423005,0.0001199421,0.00007956548,0.0001209903,0.000204913,0.000008230836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004323656,"about_ca_system_score_gemma":0.0001959026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002558384,"about_ca_topic_score_gemma":3.918344e-7,"domain_scores_codex":[0.9865984,0.005392157,0.006774734,0.0003862931,0.0006389205,0.0002094795],"domain_scores_gemma":[0.9821713,0.006005534,0.009322584,0.002103764,0.0003041603,0.00009267168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0000126264,0.00006720306,0.0000408082,0.9954364,0.0006217759,0.0000258468,0.00005547644,3.366518e-9,0.000002460862,0.0006253126,0.0006002351,0.002511875],"study_design_scores_gemma":[0.0001490874,0.0001196029,0.000007914417,0.9532391,0.0162445,0.0006076065,0.00004439478,4.438899e-7,0.00005696899,0.00001798966,0.0293609,0.0001514573],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001063822,0.9725497,0.000008532158,0.00003387198,0.0002271592,0.0269144,0.00006954117,0.000007640208,0.00008277126],"genre_scores_gemma":[0.0002171956,0.9977789,0.00004496497,0.00003417977,0.00003124334,0.001480756,0.0003447162,0.00003231109,0.00003573957],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04219725,"threshold_uncertainty_score":0.8400114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07615234066191423,"score_gpt":0.386541938534689,"score_spread":0.3103895978727748,"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."}}