{"id":"W4224238503","doi":"10.1136/bmjopen-2021-059914","title":"Building knowledge, optimising physical and mental health and setting up healthier life trajectories in South African women (<i>Bukhali</i>): a preconception randomised control trial part of the Healthy Life Trajectories Initiative (HeLTI)","year":2022,"lang":"en","type":"article","venue":"BMJ Open","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McMaster University; Hospital for Sick Children; Ottawa Hospital; Lunenfeld-Tanenbaum Research Institute; University of Toronto; Centre for Global Health Research; Alberta Children's Hospital; Red River College; Ontario Institute for Cancer Research","funders":"Medical Research Council; Canadian Institutes of Health Research; South African Medical Research Council","keywords":"Medicine; Overweight; Gerontology; Mental health; Randomized controlled trial; Obesity; Body mass index; Psychological intervention; Environmental health; Family medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002900486,0.0001723233,0.0007120236,0.0001306394,0.0004863062,0.00007150272,0.0001618153,0.00002750777,0.00003859699],"category_scores_gemma":[0.0009710785,0.0001382174,0.00006330154,0.0003417549,0.0001713232,0.0001787852,0.0003450562,0.0003346215,3.696205e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003626778,"about_ca_system_score_gemma":0.001855794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001592145,"about_ca_topic_score_gemma":0.00004204925,"domain_scores_codex":[0.9967359,0.00131322,0.0006071727,0.0003559639,0.000506596,0.0004810972],"domain_scores_gemma":[0.9983953,0.0005520194,0.0003793374,0.0001704231,0.00006968495,0.0004332302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.4936853,0.001500338,0.01535419,0.002831486,0.0006389702,0.000005336734,0.4666716,0.0004110824,0.0002645026,0.001454914,0.003684164,0.01349806],"study_design_scores_gemma":[0.7131603,0.01159065,0.05537797,0.0008649492,0.00008340065,0.000009473682,0.2057864,0.005905044,0.00008874189,0.0007488489,0.005806962,0.0005772352],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974844,0.0004555176,0.00004538135,0.007831647,0.0002384048,0.0161313,0.0001679639,0.00001463117,0.0002711379],"genre_scores_gemma":[0.9936491,0.00003822732,0.0002937375,0.001981159,0.0002035538,0.003692128,0.00003159951,0.00002061412,0.00008993835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2608852,"threshold_uncertainty_score":0.563634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06070801427169051,"score_gpt":0.3895953200821216,"score_spread":0.3288873058104311,"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."}}