{"id":"W2985033522","doi":"10.12688/gatesopenres.13081.2","title":"Interventions to improve birth outcomes of pregnant women living in low- and middle-income countries: a systematic review and network meta-analysis","year":2020,"lang":"en","type":"review","venue":"Gates Open Research","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact; University of British Columbia","funders":"Bill and Melinda Gates Foundation","keywords":"Medicine; Micronutrient; Meta-analysis; Psychological intervention; Low birth weight; Obstetrics; Pregnancy; Environmental health; Relative risk; Confidence interval; Nursing; 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":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007098727,0.0004472677,0.00957258,0.0009438786,0.0001716146,0.0007775425,0.00130505,0.0001422345,0.0002911212],"category_scores_gemma":[0.001593531,0.0002945785,0.00117202,0.003043998,0.000126158,0.0002656693,0.002050701,0.0006156235,0.0000310765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002379117,"about_ca_system_score_gemma":0.00007377615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003113505,"about_ca_topic_score_gemma":0.0002764788,"domain_scores_codex":[0.9928194,0.002831973,0.002207167,0.0008549722,0.0006073842,0.0006790557],"domain_scores_gemma":[0.9954832,0.002493049,0.0005746971,0.0008350671,0.0002804874,0.0003335124],"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":[0.00001301221,0.00007440324,0.000289971,0.9834526,0.0152018,0.00001020333,0.0004956011,5.02726e-7,5.467356e-9,0.00003283673,0.00005218399,0.0003768313],"study_design_scores_gemma":[0.0002421149,0.0002137438,0.0001169547,0.9001089,0.09273474,0.000007275417,0.0001165083,0.000009357828,3.144946e-7,0.00008507669,0.006011351,0.0003536196],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003678666,0.985989,0.000003929819,0.001513446,0.00004304964,0.01209394,0.0002610123,0.00001602514,0.00004278174],"genre_scores_gemma":[0.0003518361,0.9943573,0.0001041653,0.0002221363,0.0000228172,0.004183162,0.00002534056,0.00005402576,0.0006792218],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0833437,"threshold_uncertainty_score":0.9999506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2041752095963915,"score_gpt":0.4582493530200554,"score_spread":0.2540741434236639,"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."}}