{"id":"W3123043886","doi":"10.1002/hec.1502","title":"Dynamics of work limitation and work in Australia","year":2009,"lang":"en","type":"article","venue":"Health Economics","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Australian Research Council; Department of Families, Housing, Community Services and Indigenous Affairs","keywords":"Work (physics); Panel Study of Income Dynamics; British Household Panel Survey; Demographic economics; Working population; Economics; Dynamics (music); Panel data; Panel survey; Labour economics; Australian population; Population; Paid work; Econometrics; Sociology; Working hours; Demography; Engineering","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":[0.0006781159,0.00004848351,0.0001335431,0.00003648849,0.00007847818,0.00001904419,0.00005991979,0.00005028281,0.00001777841],"category_scores_gemma":[0.00003461057,0.00005665858,0.00001844916,0.0001119525,0.00008483126,0.00007938472,0.000006837402,0.00005247891,0.00000649981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004203801,"about_ca_system_score_gemma":0.0001040385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001839931,"about_ca_topic_score_gemma":0.01497197,"domain_scores_codex":[0.9992787,0.00006758823,0.0002829718,0.000125494,0.00004123803,0.0002040691],"domain_scores_gemma":[0.9996506,0.00005123866,0.0001104668,0.00008439207,0.00001163583,0.00009169382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003565986,0.0001063442,0.8773466,0.0000383545,0.000002788722,1.011501e-7,0.0151173,0.0001758665,1.076832e-7,0.06534725,0.0006401527,0.04118948],"study_design_scores_gemma":[0.0002165695,0.00008562784,0.9706454,0.00004315128,0.000001862171,4.054785e-8,0.002454887,0.00007347779,8.40896e-7,0.02419114,0.002201206,0.00008579906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836456,0.00006888773,0.0000104974,0.01480745,0.0001156304,0.0002387545,0.000002462115,0.000008519634,0.001102183],"genre_scores_gemma":[0.9980541,0.0008702212,0.0004587685,0.0003361916,0.00004202473,0.00000364484,0.000006843416,0.000002571993,0.0002255909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09329881,"threshold_uncertainty_score":0.835471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2766262923343686,"score_gpt":0.4469015645762614,"score_spread":0.1702752722418928,"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."}}