{"id":"W4414853025","doi":"10.1136/oemed-2025-epicohabstracts.16","title":"8000003 Are health-related, lifestyle, work-related, and socio-demographic factors associated with work productivity among menopausal women? a systematic review","year":2025,"lang":"en","type":"article","venue":"","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Productivity; Observational study; Work productivity; Vasomotor; Menopause; Quality of life (healthcare); Systematic review; Work (physics)","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":[0.009192713,0.001288609,0.007684615,0.008509468,0.0008826194,0.003035381,0.00192366,0.00261585,0.01096653],"category_scores_gemma":[0.04103613,0.001012941,0.006727363,0.008556729,0.0009572351,0.002623189,0.001663036,0.001162025,0.0006899688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004748151,"about_ca_system_score_gemma":0.01319138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01383326,"about_ca_topic_score_gemma":0.03804475,"domain_scores_codex":[0.9915979,0.002632,0.00321379,0.0005620597,0.001696992,0.0002972316],"domain_scores_gemma":[0.9711728,0.02104433,0.005075268,0.0003537611,0.002073638,0.0002803024],"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":[0.0001220519,0.000009171235,0.001140938,0.9762167,0.005295191,0.00005805638,0.0001225064,0.00003564521,0.0000801476,0.0001261849,0.001147845,0.0156456],"study_design_scores_gemma":[0.0001838606,0.00009554347,0.004613739,0.9492354,0.03709923,0.0001586886,0.0001789162,0.00005815622,0.00006541998,0.0001771621,0.008114277,0.00001956496],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002196357,0.993842,0.0002228937,0.0006094002,0.000232212,0.0008515307,0.001314988,0.00001671153,0.0007138893],"genre_scores_gemma":[0.02475553,0.9700881,0.0008974282,0.001299746,0.0001729844,0.001674152,0.0007726157,0.00001022453,0.0003291276],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01383326,"threshold_uncertainty_score":0.04861635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01749721965910283,"score_gpt":0.279334804401896,"score_spread":0.2618375847427931,"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."}}