{"id":"W2914554426","doi":"10.1016/j.soard.2019.01.009","title":"Recent trends in intensive treatments of obesity: Is academic research matching public interest?","year":2019,"lang":"en","type":"article","venue":"Surgery for Obesity and Related Diseases","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"World Health Organization","keywords":"Medicine; Obesity; Weight loss; Popularity; Public interest; Public health; Weight Loss Surgery; Surgery; Internal medicine; Nursing; Gastric bypass; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01262399,0.0004145626,0.001157345,0.004590468,0.001050413,0.005772327,0.001526727,0.003854523,0.01257618],"category_scores_gemma":[0.04462469,0.0003442262,0.000829119,0.009391113,0.002688148,0.005755393,0.001913239,0.007095252,0.001348169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006349915,"about_ca_system_score_gemma":0.01065183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01043024,"about_ca_topic_score_gemma":0.01629166,"domain_scores_codex":[0.9943705,0.001583611,0.0009579192,0.0007538121,0.001376079,0.0009580415],"domain_scores_gemma":[0.9118587,0.02987746,0.01988026,0.002133557,0.02206066,0.01418931],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001661186,0.001118865,0.204314,0.008351254,0.0006532306,0.0003485581,0.001771615,0.0008926782,0.001029234,0.07574454,0.2194681,0.4846467],"study_design_scores_gemma":[0.0004860788,0.0007766861,0.5676971,0.01317948,0.0006271958,0.0009589897,0.01097287,0.001353128,0.0006873744,0.0325966,0.3704575,0.0002070088],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02603423,0.3016704,0.0008682687,0.6514843,0.009132666,0.00002624901,0.001137712,0.00007115876,0.009575137],"genre_scores_gemma":[0.3697,0.4253117,0.002861729,0.1402125,0.05668179,0.00008951433,0.002352905,0.0001350616,0.00265465],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9954095,"threshold_uncertainty_score":0.06676286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09391579130003183,"score_gpt":0.3537363994941818,"score_spread":0.25982060819415,"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."}}