{"id":"W2329485694","doi":"10.1136/ebmed-2014-110138","title":"Weight-loss diets only work when you follow them","year":2015,"lang":"en","type":"letter","venue":"Evidence-Based Medicine","topic":"Diet and metabolism studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Weight loss; Overweight; Low calorie diet; Medicine; Randomized controlled trial; Calorie; Obesity; Very low calorie diet; Excess weight; Internal medicine; Animal science; Biology","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":"not_applicable","genre":"commentary","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":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006929514,0.001842986,0.002499003,0.001577578,0.003544979,0.006610396,0.00339663,0.02092116,0.04613666],"category_scores_gemma":[0.0613344,0.0007688671,0.00289722,0.001027102,0.005075751,0.01060133,0.003006247,0.0350145,0.03929265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00225668,"about_ca_system_score_gemma":0.003657925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009065347,"about_ca_topic_score_gemma":0.01174067,"domain_scores_codex":[0.9904138,0.003018195,0.0007174163,0.0009522458,0.004249953,0.0006484701],"domain_scores_gemma":[0.9736599,0.0109667,0.002362472,0.001466085,0.009370572,0.002174231],"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":[0.00005681728,0.00002588975,0.00005084241,0.0003413326,0.00003107905,0.000051925,0.00009554531,0.00001125106,0.00004122656,0.001715345,0.9852921,0.01228661],"study_design_scores_gemma":[0.0001136212,0.00006578466,0.000225873,0.001715075,0.00005858999,0.0001040021,0.0003475859,0.00002635554,0.00009092918,0.003140264,0.9940695,0.00004241685],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001794741,0.01694227,0.0003648248,0.7598224,0.2123376,0.00004842569,0.0002675448,0.0001660919,0.009871424],"genre_scores_gemma":[0.002615807,0.01406069,0.0005199998,0.8249027,0.1365808,0.00009744657,0.0001728736,0.0001648733,0.02088475],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04613666,"threshold_uncertainty_score":0.1543425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1058564495195422,"score_gpt":0.3067078046781099,"score_spread":0.2008513551585677,"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."}}