{"id":"W3166333987","doi":"10.1186/s13643-021-01750-1","title":"Efficacy and safety of clinically managed weight loss programs: a systematic review and meta-analysis protocol","year":2021,"lang":"en","type":"review","venue":"Systematic Reviews","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Seven Oaks General Hospital; George & Fay Yee Centre for Healthcare Innovation","funders":"Mitacs","keywords":"Medicine; CINAHL; Weight loss; PsycINFO; MEDLINE; Population; Weight management; Systematic review; Health care; Family medicine; Managed care; Intervention (counseling); Overweight; Best practice; Nursing; Obesity; Psychological intervention; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"protocol","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":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0575618,0.006469267,0.0269019,0.01222531,0.003068037,0.007167785,0.005310044,0.006748188,0.05920935],"category_scores_gemma":[0.06660309,0.005302498,0.03074119,0.01006966,0.004053312,0.007107578,0.004152354,0.006165441,0.005632246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01269908,"about_ca_system_score_gemma":0.03478806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007106703,"about_ca_topic_score_gemma":0.01453973,"domain_scores_codex":[0.9728689,0.01143785,0.007911676,0.003080823,0.003312233,0.001388412],"domain_scores_gemma":[0.975663,0.009831125,0.005937653,0.00268425,0.004895033,0.0009889577],"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":[0.02247177,0.0004012178,0.00172429,0.9016737,0.03426786,0.0003692721,0.0009694912,0.001148168,0.0007335554,0.002656473,0.01315993,0.02042417],"study_design_scores_gemma":[0.1524284,0.005903255,0.01704755,0.4768997,0.2294991,0.000620578,0.001939695,0.004078198,0.00280207,0.01096987,0.0970811,0.0007304794],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001346571,0.006004164,0.002180985,0.0003880824,0.0002205954,0.9827054,0.006318013,0.000187035,0.0006492411],"genre_scores_gemma":[0.0014988,0.001276301,0.002281919,0.0002160707,0.00001968148,0.9938937,0.0005395777,0.00001299127,0.0002610522],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05920935,"threshold_uncertainty_score":0.3044195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3738485501558204,"score_gpt":0.5800441256014125,"score_spread":0.2061955754455921,"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."}}