{"id":"W4386916005","doi":"10.1136/bmj-2022-072249","title":"Suboptimal gestational weight gain and neonatal outcomes in low and middle income countries: individual participant data meta-analysis","year":2023,"lang":"en","type":"review","venue":"BMJ","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Eunice Kennedy Shriver National Institute of Child Health and Human Development; Bill and Melinda Gates Foundation","keywords":"Medicine; Weight gain; Pregnancy; Body mass index; Meta-analysis; Obstetrics; Confounding; Anthropometry; Birth weight; Gestational age; Prospective cohort study; Confidence interval; Relative risk; Gestation; Pediatrics; Demography; Internal medicine; Body weight","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":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.02143767,0.003119519,0.01815537,0.005118122,0.0006089348,0.003626529,0.002395149,0.002642925,0.002309905],"category_scores_gemma":[0.04129407,0.001558056,0.05196692,0.005777348,0.0007363822,0.001480593,0.001645904,0.002100594,0.0002205403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001526306,"about_ca_system_score_gemma":0.002028175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006203385,"about_ca_topic_score_gemma":0.007859142,"domain_scores_codex":[0.984596,0.009619854,0.002799955,0.001685124,0.0009089832,0.0003901795],"domain_scores_gemma":[0.9789918,0.0147457,0.003608839,0.001314994,0.001070428,0.0002681973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002308601,0.00002107494,0.009419613,0.03450468,0.950479,0.00006680582,0.00002462571,0.0005142725,0.0001075381,0.00005289253,0.0001855876,0.002315273],"study_design_scores_gemma":[0.0006971403,0.0001751109,0.004826806,0.002384067,0.9910457,0.00005504117,0.00001602449,0.0002592092,0.00006647925,0.0001240322,0.0003378777,0.00001241658],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03764768,0.9554396,0.003288335,0.0003914967,0.0004074883,0.0005146979,0.001777473,0.000102419,0.0004307012],"genre_scores_gemma":[0.7384127,0.2476405,0.006953435,0.001375217,0.0003445676,0.002404685,0.002289239,0.00006841338,0.0005112189],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9818446,"threshold_uncertainty_score":0.1133745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3661950391570098,"score_gpt":0.4519265151015265,"score_spread":0.08573147594451669,"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."}}