{"id":"W4416604293","doi":"10.5256/f1000research.20582.r52485","title":"Referee report. For: Modifiable factors associated with weight regain after bariatric surgery: a scoping review [version 1; peer review: 1 approved, 1 approved with reservations]","year":2019,"lang":"en","type":"article","venue":"Faculty of 1000 Research Ltd","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Canadian Institutes of Health Research; University of Waterloo","keywords":"Obesity; Weight loss; Quality of life (healthcare); Overweight; MEDLINE","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01770721,0.001889824,0.00391203,0.00992661,0.00343975,0.005458865,0.004542979,0.0144036,0.4114226],"category_scores_gemma":[0.3181703,0.00127702,0.004676388,0.00905079,0.001173717,0.004483385,0.005724916,0.005547944,0.130009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006180389,"about_ca_system_score_gemma":0.01497747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03725048,"about_ca_topic_score_gemma":0.05083309,"domain_scores_codex":[0.98251,0.003923391,0.006432507,0.001196731,0.004832275,0.001104999],"domain_scores_gemma":[0.7253304,0.09397291,0.01447972,0.008945992,0.1527289,0.004542089],"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":[0.00001672741,0.00000739836,0.00007855879,0.001629505,0.00001654838,0.00005303047,0.00004107792,0.00000657273,0.00003049396,0.0001005423,0.9950064,0.00301314],"study_design_scores_gemma":[0.0006105041,0.00004139922,0.003992937,0.01670224,0.0002124721,0.0004057355,0.0006637861,0.0001238879,0.0002132695,0.002046546,0.9748319,0.0001553421],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006012504,0.009824108,0.002468743,0.4605411,0.3048435,0.01216643,0.1577557,0.00330176,0.0484975],"genre_scores_gemma":[0.009025941,0.01965577,0.01027768,0.4560635,0.1116659,0.04786614,0.06779034,0.003368321,0.2742864],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4114226,"threshold_uncertainty_score":0.8395343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09395619146570353,"score_gpt":0.3642973146857272,"score_spread":0.2703411232200237,"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."}}