{"id":"W4408174593","doi":"10.1186/s12889-025-22033-7","title":"Engaging, recruiting, and retaining pregnant people from marginalized communities in environmental health cohort studies: a scoping review","year":2025,"lang":"en","type":"review","venue":"BMC Public Health","topic":"Environmental Justice and Health Disparities","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada; University of Ottawa; The Scarborough Hospital; University of Toronto","funders":"Health Canada","keywords":"Biostatistics; Medicine; Public health; Environmental health; Cohort study; Environmental epidemiology; Epidemiology; Cohort; Gerontology; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09667177,0.001646247,0.004187723,0.0223282,0.003635087,0.008489421,0.003894743,0.005351183,0.003003625],"category_scores_gemma":[0.3239743,0.002114902,0.0053958,0.01947317,0.002997211,0.009012857,0.005786665,0.003105378,0.0006649886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00720198,"about_ca_system_score_gemma":0.04942798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01565693,"about_ca_topic_score_gemma":0.03661595,"domain_scores_codex":[0.9299975,0.03669304,0.02071179,0.002331139,0.008881797,0.001384786],"domain_scores_gemma":[0.6245555,0.3181257,0.02160629,0.004420317,0.02944789,0.001844322],"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":[0.0001441727,0.00007743241,0.003614077,0.7162339,0.002712306,0.0003277033,0.009136941,0.0002758208,0.0002487643,0.002985275,0.008141692,0.2561019],"study_design_scores_gemma":[0.00002377869,0.00006121359,0.001781184,0.9664293,0.002597704,0.0001270066,0.002918483,0.00006358969,0.0001170116,0.0006845108,0.02517004,0.00002625663],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001862184,0.9886549,0.001444167,0.003317459,0.0007153453,0.002159635,0.0002745506,0.00001754809,0.001554327],"genre_scores_gemma":[0.008447658,0.9835189,0.00308028,0.001145281,0.0001978375,0.003243616,0.0001843032,0.0000108054,0.0001713546],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.09667177,"threshold_uncertainty_score":0.5112553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2338971375099279,"score_gpt":0.4585385910497632,"score_spread":0.2246414535398354,"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."}}