{"id":"W2052328875","doi":"10.1155/2014/824310","title":"Lifestyle Interventions Targeting Body Weight Changes during the Menopause Transition: A Systematic Review","year":2014,"lang":"en","type":"review","venue":"Journal of Obesity","topic":"Menopause: Health Impacts and Treatments","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Ottawa Hospital; Montfort Hospital; University of Ottawa","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Menopause; Psychological intervention; Gerontology; Intensive care medicine; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.002983408,0.0004196502,0.004371215,0.0002180099,0.0002813785,0.00004188204,0.0002739452,0.0001564078,0.0002540331],"category_scores_gemma":[0.0005983633,0.0002025567,0.00045076,0.0002712237,0.0000345851,0.0000988083,0.00004213203,0.000811781,0.00007057264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003923702,"about_ca_system_score_gemma":0.00027946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006935085,"about_ca_topic_score_gemma":0.000004814821,"domain_scores_codex":[0.9956515,0.001010265,0.002208671,0.0001973589,0.0005820026,0.0003501875],"domain_scores_gemma":[0.995486,0.0002671111,0.003068688,0.0004965186,0.0002828706,0.0003987744],"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":[0.00001244626,0.0002693618,0.000003059669,0.9956535,0.001153361,0.0002856957,0.00006088978,2.412323e-8,0.000001621831,0.000004622956,0.001281838,0.001273587],"study_design_scores_gemma":[0.0007601065,0.001141046,0.00002198797,0.8448123,0.02561557,0.003905383,0.000006802129,5.900851e-7,7.465229e-7,0.000003428714,0.1235977,0.0001343148],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007912621,0.9955463,0.00005088577,0.00118138,0.0003791113,0.002645528,0.00002220168,0.00001791502,0.00007749991],"genre_scores_gemma":[0.0001736715,0.9976594,0.0001457927,0.0004455878,0.0008276529,0.00007439085,0.00002275633,0.00004870701,0.0006019752],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1508412,"threshold_uncertainty_score":0.8260022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04761843898194204,"score_gpt":0.3721287540876539,"score_spread":0.3245103151057119,"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."}}