{"id":"W2338220650","doi":"10.2741/s166","title":"The endocrinology of perimenopause need for a paradigm shift","year":2010,"lang":"en","type":"review","venue":"Frontiers in Bioscience-Scholar","topic":"Menopause: Health Impacts and Treatments","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health; Vancouver Coastal Health Research Institute; University of British Columbia","funders":"","keywords":"Luteal phase; Menopause; Hormone; Estrogen; Internal medicine; Endocrinology; Medicine; Physiology","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":[0.001432569,0.0004978721,0.002063849,0.0005164862,0.0005521206,0.00007277871,0.0006976426,0.0004745996,0.00001315752],"category_scores_gemma":[0.000855106,0.0002871565,0.0001200308,0.0007316208,0.000603529,0.0001631212,0.00009546171,0.001451815,0.000009820589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002914186,"about_ca_system_score_gemma":0.001397433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004826648,"about_ca_topic_score_gemma":0.00001160616,"domain_scores_codex":[0.9965217,0.0001949516,0.001073954,0.0006823771,0.0004150544,0.001111932],"domain_scores_gemma":[0.997682,0.0002327092,0.0006269715,0.001017821,0.00004307559,0.0003974276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002034963,0.0003458972,0.0003362217,0.006040511,0.0001935011,0.00005700562,0.0002128517,6.578583e-8,0.00004024455,0.001311158,0.002422834,0.9888362],"study_design_scores_gemma":[0.001892326,0.001910713,0.0001450229,0.001965248,0.0006163471,0.00007660686,0.00003427701,0.000006201881,0.00002247989,0.0006333863,0.9924716,0.0002257475],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004483479,0.9913751,0.0001483125,0.00047876,0.003375351,0.003703399,0.0001366023,0.00002989266,0.0003042707],"genre_scores_gemma":[0.0002173502,0.9871966,0.01132089,0.0001749937,0.0001606327,0.00043656,0.0000506364,0.00005601993,0.0003863126],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9900488,"threshold_uncertainty_score":0.999958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05847460259583036,"score_gpt":0.3716619630828607,"score_spread":0.3131873604870303,"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."}}