{"id":"W4412725628","doi":"10.1093/geront/gnaf176","title":"Demographic shifts and aging in the middle of the world: health challenges and policy opportunities in Ecuador","year":2025,"lang":"en","type":"review","venue":"The Gerontologist","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Brown University","keywords":"Gerontology; Political science; Geography; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.003731373,0.0001983172,0.0009154039,0.000268927,0.0004822321,0.00004943918,0.0006947154,0.0001296735,0.000004081836],"category_scores_gemma":[0.000389888,0.00009354148,0.000115599,0.000533067,0.001188873,0.00005096583,0.0001650081,0.0004247967,1.885249e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001112723,"about_ca_system_score_gemma":0.00125524,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05646592,"about_ca_topic_score_gemma":0.6073505,"domain_scores_codex":[0.9960825,0.002449448,0.0005285485,0.0002134396,0.0002138682,0.000512171],"domain_scores_gemma":[0.9970598,0.002210307,0.000313094,0.0003404192,0.00001407254,0.00006226355],"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":[0.000001523487,0.00001514022,0.0005210947,0.009915516,0.00001045394,0.000002514799,0.01592129,3.962772e-8,8.838091e-11,0.1032263,0.0001482126,0.8702379],"study_design_scores_gemma":[0.0001381635,0.00001822926,0.03075074,0.01480575,0.00005095534,0.000003326023,0.05630131,3.413304e-7,4.0194e-9,0.004569381,0.8931915,0.0001703355],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002625169,0.8992782,8.32958e-8,0.09013792,0.0001231497,0.0008185593,0.00001672225,0.000009990699,0.009352829],"genre_scores_gemma":[0.007029596,0.9894784,0.000006897301,0.002504121,0.00008999767,0.00008351055,0.000001644727,0.000006654961,0.00079915],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8930432,"threshold_uncertainty_score":0.9498172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2825834604564118,"score_gpt":0.436528840958864,"score_spread":0.1539453805024523,"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."}}