{"id":"W2003945679","doi":"10.1381/096089202320995673","title":"Weight Loss after Swedish Adjustable Gastric Banding: Relationships to Insulin Resistance and Metabolic Syndrome","year":2002,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Medicine; Metabolic syndrome; Insulin resistance; Dyslipidemia; Internal medicine; Obesity; Weight loss; Endocrinology; Insulin","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008918045,0.0002430376,0.0007298547,0.0005167419,0.0002210103,0.00004390475,0.00006565815,0.0001451831,0.0009561341],"category_scores_gemma":[0.0009851947,0.0002246789,0.0001847837,0.001211956,0.00006026913,0.000277668,0.00006358313,0.0003622942,0.0003391261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006031911,"about_ca_system_score_gemma":0.00005009111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002493549,"about_ca_topic_score_gemma":0.00002779559,"domain_scores_codex":[0.9980707,0.0001660295,0.0004637267,0.0004471476,0.000350761,0.0005016822],"domain_scores_gemma":[0.9977838,0.001154351,0.00009965737,0.0004346387,0.0000827375,0.0004447849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000130202,0.0001584191,0.9711342,0.0001020986,0.00005882959,0.0008868499,0.0001528207,6.606049e-7,0.000008334615,0.000204725,0.02646678,0.0006960288],"study_design_scores_gemma":[0.0003244633,0.00001233738,0.9358368,0.0001203744,0.0001586711,0.0003852856,0.00002283458,0.0000107531,0.00007240826,0.0001149929,0.06270638,0.000234683],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844757,0.009617874,0.0000979974,0.003101784,0.000528702,0.0002591803,0.00002072534,0.0001192941,0.001778767],"genre_scores_gemma":[0.9828239,0.001289232,0.0005946927,0.0007001968,0.0002066604,0.00003949416,0.00001410086,0.00003182581,0.01429989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03623961,"threshold_uncertainty_score":0.9999571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02819339156428713,"score_gpt":0.2209338234561697,"score_spread":0.1927404318918826,"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."}}