{"id":"W2056059128","doi":"10.1136/ebm.11.5.146","title":"Laparoscopic surgery was better than an intensive non-surgical intervention for weight loss in mild to moderate obesity","year":2006,"lang":"en","type":"letter","venue":"Evidence-Based Medicine","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Intervention (counseling); Medicine; Weight loss; Obesity; General surgery; Weight Loss Surgery; Surgery; Internal medicine; Gastric bypass; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"nonrandomized_trial","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"randomized_trial","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002469952,0.0009364074,0.003056325,0.001560812,0.0001278871,0.00004078734,0.0003641171,0.001263476,0.0004893523],"category_scores_gemma":[0.001797541,0.0007165063,0.0008359893,0.0008783989,0.0002923721,0.000369035,0.00007872498,0.002093678,0.00007133434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005224378,"about_ca_system_score_gemma":0.0005207326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001344213,"about_ca_topic_score_gemma":0.0001663515,"domain_scores_codex":[0.9939685,0.0005228893,0.001815097,0.001415411,0.001121434,0.00115668],"domain_scores_gemma":[0.9921488,0.004931452,0.000528098,0.001098444,0.0008641809,0.000429092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002275228,0.0002137592,0.16562,0.002560129,0.0001034287,0.004113269,0.0001466103,0.00002292432,0.00003651122,0.000002925574,0.8232279,0.001677353],"study_design_scores_gemma":[0.02900085,0.005415633,0.3296018,0.09697115,0.003440289,0.0004008447,0.0001809553,0.001956528,0.00622484,0.000979372,0.5222774,0.003550405],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.3808786,0.001549624,0.001247508,0.6114627,0.002841354,0.001821745,0.00004306364,0.0001041832,0.00005116985],"genre_scores_gemma":[0.2973104,0.0001839762,0.0005363122,0.6757744,0.01895458,0.0006166903,0.002642157,0.0001846167,0.003796839],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3009505,"threshold_uncertainty_score":0.9995286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05661206477982374,"score_gpt":0.3200584624012253,"score_spread":0.2634463976214015,"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."}}