{"id":"W3214988525","doi":"10.1093/geroni/igab049","title":"Personal Care Aides as Household Employees and Independent Contractors: Estimating the Size and Job Characteristics of the Workforce","year":2021,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Business; Agency (philosophy); Work (physics); Earnings; Economic shortage; Government (linguistics); Quarter (Canadian coin); Labour economics; Demographic economics; Economics; Finance; Engineering; Economic growth","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":[0.0003705244,0.00007765878,0.0001433798,0.00005397645,0.0003645635,0.00002963307,0.0000582095,0.00009102758,0.00001593172],"category_scores_gemma":[0.0009001325,0.00005244029,0.00001451632,0.0004838972,0.0000604104,0.00007156519,0.00008482979,0.0004643079,4.03881e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005342316,"about_ca_system_score_gemma":0.00015913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002239892,"about_ca_topic_score_gemma":0.00007591103,"domain_scores_codex":[0.9990138,0.0001307712,0.0004112085,0.0001289142,0.0001636012,0.0001517462],"domain_scores_gemma":[0.9986992,0.0006818936,0.0002514286,0.0001178611,0.0002360881,0.00001346441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001192886,0.0000091876,0.9310216,0.0001777157,0.000009019281,0.000004636139,0.05519805,0.000005697278,0.001374536,0.001359135,0.0001147333,0.01071375],"study_design_scores_gemma":[0.0003634611,0.000009835963,0.9522833,0.0006650495,0.00001297148,0.000009604855,0.04544081,0.00006156618,0.0002016771,0.0004001068,0.0004837704,0.00006783206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963791,0.0004069793,0.00006914212,0.002009552,0.0005983002,0.000178825,0.00001178917,0.00001678825,0.0003295668],"genre_scores_gemma":[0.9988603,0.00001791859,0.0002830215,0.0004871058,0.0001631115,0.0000141554,0.000006147531,0.00001071487,0.0001575078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0212617,"threshold_uncertainty_score":0.2803964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04185515570213518,"score_gpt":0.3518338376901001,"score_spread":0.309978681987965,"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."}}