{"id":"W4316193361","doi":"10.21037/atm-22-6306","title":"Association of air pollution and fine particulate matter (PM2.5) exposure with gestational diabetes: a systematic review and meta-analysis","year":2023,"lang":"en","type":"review","venue":"Annals of Translational Medicine","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Gestational diabetes; Odds ratio; Cohort study; Environmental health; Cochrane Library; Confidence interval; Pregnancy; Internal medicine; Gestation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01466861,0.003162672,0.0200748,0.009835947,0.000893779,0.003865836,0.002650966,0.002715399,0.003037165],"category_scores_gemma":[0.03675799,0.001765411,0.03828605,0.01007315,0.0008040211,0.001980489,0.001985234,0.001770038,0.0002922745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003059015,"about_ca_system_score_gemma":0.006261032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008699377,"about_ca_topic_score_gemma":0.01790673,"domain_scores_codex":[0.9897779,0.004129733,0.003495101,0.001002159,0.001220399,0.0003746938],"domain_scores_gemma":[0.9782066,0.01607583,0.003164268,0.0005782511,0.001717801,0.000257272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0008408275,0.00003163005,0.00469594,0.5830445,0.3996586,0.0001625768,0.000105395,0.0004700539,0.000218253,0.000131401,0.0005606947,0.0100802],"study_design_scores_gemma":[0.0002212965,0.0001467292,0.003430913,0.0439544,0.9502082,0.000111287,0.00004858356,0.000156075,0.0001023758,0.0001362381,0.001459918,0.00002402866],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002820123,0.9956969,0.0004172335,0.0001851301,0.0001181135,0.0002545701,0.0003494043,0.0000180363,0.0001404143],"genre_scores_gemma":[0.07232068,0.9223231,0.002254235,0.0007201341,0.0002261665,0.001267671,0.0006490126,0.00002032527,0.0002186137],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0200748,"threshold_uncertainty_score":0.07757598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.189582256541347,"score_gpt":0.3982828965278493,"score_spread":0.2087006399865023,"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."}}