{"id":"W4410766853","doi":"10.32920/29159381.v1","title":"Older Workers are Good for Business","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","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":[0.002459695,0.0004246722,0.0005158419,0.0008293245,0.007626712,0.005895793,0.0005038843,0.00251776,0.05633729],"category_scores_gemma":[0.007525724,0.0002782686,0.0003753933,0.0007601003,0.003717099,0.005978312,0.004230239,0.003885873,0.03039486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001478574,"about_ca_system_score_gemma":0.004036427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0121005,"about_ca_topic_score_gemma":0.03235507,"domain_scores_codex":[0.9980988,0.0003793029,0.00005070583,0.0001890186,0.0007591009,0.0005231017],"domain_scores_gemma":[0.9955412,0.0002171423,0.0002803221,0.0002688286,0.00130715,0.002385386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003698604,0.00005085203,0.003108684,0.0001246278,0.00001384843,0.0001590482,0.01480313,0.00001538616,0.0002509509,0.02544707,0.8971362,0.05885317],"study_design_scores_gemma":[0.000009052733,0.00003262359,0.005324444,0.0002056411,0.00000740055,0.0001726636,0.01028075,0.000009982395,0.00005595673,0.005847997,0.9780394,0.000013937],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0419995,0.01208277,0.001701237,0.2903465,0.01654086,0.0001059998,0.001089034,0.0004169054,0.6357172],"genre_scores_gemma":[0.2636288,0.01097134,0.002222817,0.0963935,0.004997308,0.0001316143,0.0009410937,0.0003635731,0.62035],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05633729,"threshold_uncertainty_score":0.188467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2320590902868755,"score_gpt":0.4509917472453173,"score_spread":0.2189326569584419,"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."}}