{"id":"W4390080215","doi":"10.1093/geroni/igad104.2394","title":"JOB AVAILABILITY FOR OLDER WORKERS IN A COMMUNITY: ANALYSIS ON JOB POSTINGS","year":2023,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Business; Quarter (Canadian coin); Work (physics); Demographic economics; Labour economics; Psychology; Economics; Economic growth; Engineering","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":[0.001655718,0.0003217931,0.0003557413,0.00508637,0.000793396,0.0009019726,0.0007188088,0.0004051732,0.003126819],"category_scores_gemma":[0.007520722,0.0002222349,0.0006269568,0.003467239,0.0002638997,0.0008213472,0.001345616,0.0004726311,0.0005581343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004946733,"about_ca_system_score_gemma":0.0007042871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01631124,"about_ca_topic_score_gemma":0.02246054,"domain_scores_codex":[0.9987727,0.0002812436,0.0002076165,0.0001457495,0.0003958696,0.0001968331],"domain_scores_gemma":[0.9905977,0.001670588,0.004529395,0.0002769491,0.001724628,0.001200715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005531789,0.00006285417,0.9955704,0.0000512135,0.00002790643,0.0000786684,0.0004326552,0.00003028217,0.00009005394,0.00001124841,0.0001789524,0.003410466],"study_design_scores_gemma":[0.00000146451,0.00004361324,0.9975168,0.00001892689,0.000007358779,0.00006130851,0.001983294,0.0001472709,0.00001861825,0.000007379356,0.0001906793,0.000003333046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998269,0.0001042666,0.00006982729,0.0000325788,0.000004680704,0.00003001317,0.0009362127,0.000003988408,0.0005494624],"genre_scores_gemma":[0.9983101,0.00008170183,0.0001800157,0.00001238833,0.00001217849,0.00004518601,0.001072866,0.000002783252,0.0002828017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01631124,"threshold_uncertainty_score":0.03243256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2137755031667599,"score_gpt":0.447287803898566,"score_spread":0.2335123007318061,"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."}}