{"id":"W2106858963","doi":"10.1016/j.amjsurg.2007.12.043","title":"Does preoperative weight loss predict success following surgery for morbid obesity?","year":2008,"lang":"en","type":"article","venue":"The American Journal of Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Royal Alexandra Hospital","funders":"","keywords":"Medicine; Weight loss; Body mass index; Surgery; Obesity; Retrospective cohort study; Diabetes mellitus; Weight change; Laparoscopy; Morbid obesity; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001142126,0.0004259447,0.000668876,0.000842359,0.0006080617,0.0009159519,0.0005880486,0.001471686,0.002141157],"category_scores_gemma":[0.01225348,0.0002869911,0.0007748462,0.000902881,0.0007451561,0.000960399,0.0005056966,0.00177589,0.000373412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003575602,"about_ca_system_score_gemma":0.0008241349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003066803,"about_ca_topic_score_gemma":0.006068369,"domain_scores_codex":[0.9994341,0.0001512469,0.0000771462,0.0000492157,0.0001151794,0.0001730959],"domain_scores_gemma":[0.9893488,0.003945003,0.002947053,0.0003545045,0.000480007,0.002924679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002533534,0.00007338043,0.998192,0.000008934341,0.00004750012,0.00005752297,0.00002940848,0.00002664155,0.00004274552,0.00001511624,0.00008183291,0.001171447],"study_design_scores_gemma":[0.00001539883,0.0002146285,0.9986429,0.00001314259,0.00007001178,0.0002229454,0.0002759871,0.000303846,0.00004536253,0.00007635311,0.0001118207,0.000007825481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974086,0.0005522188,0.00006363331,0.000852824,0.00007953549,0.000005353265,0.0001253398,0.000003352598,0.0009092569],"genre_scores_gemma":[0.9992713,0.0002250198,0.00005265683,0.00006232524,0.0001078264,0.00000326488,0.0001691367,0.000002257209,0.0001061104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003066803,"threshold_uncertainty_score":0.007162869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02798046319998822,"score_gpt":0.2741472871555738,"score_spread":0.2461668239555856,"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."}}