{"id":"W4413358322","doi":"10.36922/ijps025130051","title":"Ageism in the workplace from Singapore to Canada: A translational perspective","year":2025,"lang":"en","type":"article","venue":"International Journal of Population Studies","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Translational research; Sociology; Political science; Medicine; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007136907,0.00006293762,0.0001277747,0.0001184736,0.0001624974,0.00005338483,0.0002931425,0.00002219229,0.00003363708],"category_scores_gemma":[0.0008116871,0.00004708127,0.00005736812,0.0002067754,0.00005741711,0.0001089181,0.00002167028,0.0001021971,6.814186e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001009399,"about_ca_system_score_gemma":0.0003046127,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4593586,"about_ca_topic_score_gemma":0.8500775,"domain_scores_codex":[0.9984275,0.0001833245,0.0003547279,0.00009547942,0.0008434003,0.00009564548],"domain_scores_gemma":[0.9987538,0.000405478,0.000135746,0.0000495423,0.0006288861,0.00002655352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001984812,0.0001719707,0.7157363,0.000005492595,0.0005442369,0.00002499712,0.1496649,0.002640802,0.00001579244,0.1077366,0.01509934,0.008161144],"study_design_scores_gemma":[0.0003729215,0.00001457568,0.7960394,0.0001483959,0.00002045841,6.30624e-7,0.1167196,0.00001793433,0.000005358243,0.06496784,0.0216249,0.00006796767],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8101737,0.0008474393,0.0003528063,0.1808936,0.001810734,0.0002032708,0.00001815706,0.000005059244,0.005695207],"genre_scores_gemma":[0.9976524,0.00006289215,0.0002251341,0.001369159,0.0003709265,0.000005357883,0.000003396003,0.000001948998,0.0003087803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3907189,"threshold_uncertainty_score":0.5442415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2048391380380387,"score_gpt":0.4963464600125528,"score_spread":0.2915073219745141,"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."}}