{"id":"W4407086276","doi":"10.3390/women5010004","title":"Insights into Perimenopause: A Survey of Perceptions, Opinions on Treatment, and Potential Approaches","year":2025,"lang":"en","type":"article","venue":"Women","topic":"Menopause: Health Impacts and Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Science Foundation","keywords":"Demographics; Perception; Menopause; Medicine; Duration (music); Gerontology; Psychology; Demography; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0001049039,0.0001658537,0.0003610903,0.0001964514,0.0001387304,0.00001363392,0.00003759514,0.00007115776,0.0000784272],"category_scores_gemma":[0.00004635031,0.0001130844,0.000008702009,0.0002022416,0.00007809884,0.00004055168,0.00002693595,0.00006796948,0.00001589175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000315482,"about_ca_system_score_gemma":0.0002274579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009956959,"about_ca_topic_score_gemma":0.00007146991,"domain_scores_codex":[0.9990917,0.00009637685,0.0002346462,0.000249694,0.0001056241,0.00022196],"domain_scores_gemma":[0.9993374,0.00006400265,0.00005741955,0.0002861412,0.00004176208,0.0002132759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01960972,0.02833736,0.5007574,0.004888357,0.008885031,0.0002330614,0.0878504,0.00006158421,0.1264377,0.01849604,0.007206107,0.1972372],"study_design_scores_gemma":[0.007485976,0.009951661,0.9778333,0.0001467292,0.0001357003,0.000008281519,0.0006732369,0.00006396092,0.0006956725,0.0003597228,0.002519281,0.0001264769],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950062,0.0006785943,0.00002256934,0.0004330893,0.0000887279,0.0005312472,0.00003659441,0.00002748289,0.003175477],"genre_scores_gemma":[0.9964913,0.0003175259,0.0001761708,0.0001707666,0.00002622455,0.00009941515,0.0001656423,0.00001286812,0.002540135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4770759,"threshold_uncertainty_score":0.4611447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06181077511627374,"score_gpt":0.3399001095323255,"score_spread":0.2780893344160517,"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."}}