{"id":"W4415781917","doi":"10.3389/fgwh.2025.1638428","title":"Treatment provision and management for the menopause: a multinational survey study","year":2025,"lang":"en","type":"article","venue":"Frontiers in Global Women s Health","topic":"Menopause: Health Impacts and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Stanley Medical Research Institute","keywords":"Multinational corporation; Health care; Survey research; Healthcare system; Healthcare policy; Survey data collection","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":[0.002243547,0.0001962408,0.0002447365,0.0006016461,0.0006870388,0.0006955622,0.0003811329,0.0004763581,0.001389827],"category_scores_gemma":[0.003208381,0.0002864474,0.0004652182,0.001634039,0.0004131083,0.0006098475,0.0008043266,0.0005200781,0.0003749159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008901054,"about_ca_system_score_gemma":0.001328439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08188435,"about_ca_topic_score_gemma":0.1291827,"domain_scores_codex":[0.998695,0.0005760796,0.0001588342,0.0001688158,0.0002076938,0.0001936286],"domain_scores_gemma":[0.9974555,0.0004864871,0.00107447,0.000182831,0.0003507275,0.0004499995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002069066,0.00005106792,0.9976422,0.0000163878,0.0000195739,0.00003007682,0.001063883,0.00001031858,0.00006835181,0.000008016948,0.0001665348,0.0009029157],"study_design_scores_gemma":[0.000005049204,0.00006799345,0.9968632,0.00001259368,0.00001029508,0.00005655491,0.002612459,0.00005270657,0.0000186903,0.000003491636,0.0002939109,0.000003150567],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998662,0.00006278061,0.00004842075,0.00007824575,0.000002828733,0.00004956339,0.00069821,0.000001236775,0.0003967323],"genre_scores_gemma":[0.9984071,0.0001481911,0.0001712729,0.0001702888,0.000005895582,0.0001100542,0.000666484,0.000002024273,0.0003186622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08188435,"threshold_uncertainty_score":0.1628155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02635360398382978,"score_gpt":0.3716738498239954,"score_spread":0.3453202458401656,"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."}}