{"id":"W4411453003","doi":"10.1080/13697137.2025.2509254","title":"Menopause in low and middle-income countries: a scoping review of knowledge, symptoms and management","year":2025,"lang":"en","type":"review","venue":"Climacteric","topic":"Menopause: Health Impacts and Treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"National Health and Medical Research Council","keywords":"Medicine; Menopause; CINAHL; MEDLINE; Family medicine; Systematic review; Scopus; Population; Gerontology; Environmental health; Nursing; Psychological intervention","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":[0.0004731232,0.0004771973,0.003156847,0.0004942713,0.00005019407,0.00002128225,0.0001017045,0.0001626172,0.00007278117],"category_scores_gemma":[0.00009056064,0.0003516701,0.00003825818,0.0006018412,0.00009013247,0.00006346634,0.0002050873,0.0002149254,0.00001880594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002568556,"about_ca_system_score_gemma":0.000494352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001075587,"about_ca_topic_score_gemma":0.000008306003,"domain_scores_codex":[0.9974463,0.0001565758,0.001280552,0.00051834,0.0001770191,0.0004212349],"domain_scores_gemma":[0.9984171,0.0002798592,0.0004834413,0.0005007359,0.00006453478,0.0002542701],"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":[0.00002015217,0.0001011464,0.0001195914,0.8330998,0.0002010492,0.00009629691,0.00002709903,8.189355e-10,4.183794e-8,0.00002542873,0.00001871639,0.1662906],"study_design_scores_gemma":[0.001502921,0.0006319386,0.000389493,0.8955413,0.002558494,0.00007758593,0.000001897681,3.472433e-7,1.170823e-7,0.000002710293,0.09910462,0.0001886346],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001705786,0.9920874,8.812278e-7,0.00006235411,0.0001627477,0.005498122,0.00005440292,0.00002322978,0.001940261],"genre_scores_gemma":[0.00001811126,0.9982216,0.0001189011,0.0003639195,0.00003812586,0.0003996249,0.00008889881,0.00003981817,0.000710948],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.166102,"threshold_uncertainty_score":0.9998935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04482483599403542,"score_gpt":0.3931810407455799,"score_spread":0.3483562047515445,"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."}}