{"id":"W4413634174","doi":"10.1177/20503121251345598","title":"Knowledge of healthcare providers on preconception care in east Africa: Systematic review and meta-analysis","year":2025,"lang":"en","type":"review","venue":"SAGE Open Medicine","topic":"Reproductive Health and Contraception","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine; Health care; Guideline; Systematic review; Meta-analysis; MEDLINE; Observational study; Scopus","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.002466459,0.0005298194,0.01468956,0.0008882912,0.00005663412,0.00001291367,0.0003136825,0.0002492435,0.0003388684],"category_scores_gemma":[0.001536407,0.0003066542,0.0008770695,0.002205622,0.0001222784,0.00009344063,0.000109007,0.0005748239,0.00001439117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003376987,"about_ca_system_score_gemma":0.0008473302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003650776,"about_ca_topic_score_gemma":0.0005109379,"domain_scores_codex":[0.9945534,0.001555584,0.002279543,0.0009725002,0.000336738,0.0003022054],"domain_scores_gemma":[0.9966149,0.0003373325,0.00119782,0.001230484,0.0003996224,0.0002198185],"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":[0.00002690097,0.00005974143,0.000001983937,0.8794777,0.01321639,0.0000072616,0.001053335,5.662016e-8,3.113573e-8,0.00003099622,0.0001748709,0.1059507],"study_design_scores_gemma":[0.0004244655,0.0004906075,0.000007544729,0.4255274,0.5410514,0.00001258935,0.0008457666,4.273183e-7,4.203321e-8,0.000005933786,0.03149916,0.0001346673],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[2.604319e-7,0.9710432,0.00001026531,0.004016699,0.00006854324,0.02158128,0.00007376911,0.00001387786,0.003192151],"genre_scores_gemma":[0.0001629361,0.9908965,0.0000456675,0.0005753991,0.00008400404,0.003067884,0.0003052227,0.00002855545,0.004833794],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.527835,"threshold_uncertainty_score":0.9999385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1667838944970578,"score_gpt":0.4527669372718248,"score_spread":0.285983042774767,"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."}}