{"id":"W2730608767","doi":"10.1093/geroni/igx004.4648","title":"FOREIGN-BORN AND MIGRANT DIRECT CARE WORKERS: A SOLUTION TO THE GLOBAL DEMAND FOR ELDERCARE","year":2017,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Migration, Aging, and Tourism Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Human capital; Presentation (obstetrics); Business; Economic growth; Foreign born; Capital (architecture); Political science; Economics; Immigration; Medicine; Geography","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006470804,0.00007020264,0.00009086281,0.00006569273,0.001922611,0.0002414875,0.0001495054,0.00003854623,0.000002203642],"category_scores_gemma":[0.0005212723,0.00005686597,0.00001859559,0.0003099235,0.00008953046,0.0002019451,0.00004264375,0.00004280502,9.909112e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001105692,"about_ca_system_score_gemma":0.00006295237,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01581133,"about_ca_topic_score_gemma":0.1563167,"domain_scores_codex":[0.9992807,0.00003713338,0.0001742347,0.0001656805,0.0001482776,0.0001939901],"domain_scores_gemma":[0.9994143,0.00005492713,0.0001201003,0.0001392182,0.0002523805,0.00001909329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001160186,0.000005687133,0.6435286,0.00002364217,0.00001203924,6.565557e-7,0.3126262,0.00002238289,0.000006063968,0.01918251,0.004431923,0.02014871],"study_design_scores_gemma":[0.0004838817,0.00002412966,0.8435885,0.0001867228,0.00001723524,4.060447e-7,0.03314906,0.0002863595,0.00003270561,0.01116032,0.1108767,0.0001940088],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9644592,0.0007951226,0.01132736,0.01134609,0.0003875926,0.0007890799,0.0000182413,0.00004974766,0.01082759],"genre_scores_gemma":[0.9985878,0.0000212742,0.0006006269,0.0002178779,0.0003186772,0.0000851959,0.000006203868,0.000004030604,0.0001583424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2794772,"threshold_uncertainty_score":0.9993768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03010479703037057,"score_gpt":0.3360809323554897,"score_spread":0.3059761353251191,"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."}}