{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001395302,0.00009763298,0.0002426033,0.0004193514,0.0004762856,0.0005073028,0.0001189275,0.0003868695,0.001724785],"category_scores_gemma":[0.003427665,0.0001691306,0.0002984506,0.0004483793,0.0002463644,0.0005762813,0.0005229493,0.0004627619,0.000215677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003899069,"about_ca_system_score_gemma":0.0005334635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0138214,"about_ca_topic_score_gemma":0.01829484,"domain_scores_codex":[0.9994687,0.0002074107,0.00007534793,0.00003955371,0.0001157466,0.00009328197],"domain_scores_gemma":[0.9982791,0.0005840779,0.0004892915,0.00004092637,0.0002679969,0.000338587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001062222,0.000119071,0.9591255,0.0001698608,0.00004678721,0.0002389694,0.0237336,0.00004435088,0.0007696296,0.00006784018,0.001033309,0.01454508],"study_design_scores_gemma":[0.00001350094,0.0003913748,0.9483109,0.0001012418,0.00002807331,0.0004365471,0.04567578,0.0001376202,0.0001038097,0.00003307687,0.004751084,0.00001706413],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979377,0.0003970509,0.00005893624,0.0002825248,0.000008070004,0.00002353264,0.0003327014,0.000001791601,0.0009576003],"genre_scores_gemma":[0.998281,0.0006924461,0.0001116249,0.000333469,0.00001267906,0.00002056131,0.0001790537,0.000001521057,0.0003676359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0138214,"threshold_uncertainty_score":0.02748191,"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."}}