{"id":"W4311445138","doi":"10.32920/21728201.v1","title":"The Impact of Walking Programs on Reduction of Menopausal Symptoms: A Systematic Review","year":2022,"lang":"en","type":"review","venue":"","topic":"Health and Wellbeing Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Menopause; Medicine; Intervention (counseling); Gerontology; Physical activity; Physical therapy; Internal medicine; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008342518,0.001400955,0.008074539,0.006691774,0.0007529649,0.002287543,0.001797815,0.002056723,0.004350374],"category_scores_gemma":[0.03474385,0.001132995,0.00830798,0.007264769,0.0006678986,0.002103431,0.001249026,0.001256473,0.0002424107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003816566,"about_ca_system_score_gemma":0.01137154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009394831,"about_ca_topic_score_gemma":0.02700744,"domain_scores_codex":[0.9941058,0.002381483,0.001843745,0.0003522058,0.001107401,0.000209338],"domain_scores_gemma":[0.9818112,0.01323512,0.002892615,0.0002032841,0.001563842,0.000293941],"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":[0.0004277693,0.00003624685,0.0006466046,0.9590407,0.01043423,0.00006845618,0.0001846066,0.00007413478,0.0000916127,0.0001002679,0.0007314294,0.02816402],"study_design_scores_gemma":[0.001183163,0.0005151971,0.00603264,0.8809803,0.1029852,0.0002057073,0.0004299719,0.0001304303,0.0001964585,0.0001880643,0.007116767,0.00003614597],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003716046,0.9936742,0.0001868851,0.0003214049,0.0001578275,0.001196788,0.0003202035,0.00001426293,0.0004124875],"genre_scores_gemma":[0.03870808,0.9570632,0.001075644,0.0005870812,0.0000948681,0.00206357,0.0002227589,0.000006703367,0.000178235],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009394831,"threshold_uncertainty_score":0.04412001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1654877967133636,"score_gpt":0.5563943465556003,"score_spread":0.3909065498422366,"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."}}