{"id":"W4386274330","doi":"10.1177/07334648231197074","title":"Changes in Health and Well-Being of Care Aides in Nursing Homes From a Pre-Pandemic Baseline in February 2020 to December 2021","year":2023,"lang":"en","type":"article","venue":"Journal of Applied Gerontology","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of Calgary; York University; University of Ottawa; University of Manitoba; Mount Saint Vincent University; University of Alberta","funders":"Canadian Institutes of Health Research","keywords":"Workforce; Pandemic; Medicine; Odds; Sample (material); Coronavirus disease 2019 (COVID-19); Nursing homes; Nursing; Baseline (sea); Family medicine; Gerontology; Logistic regression; Disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007586161,0.0003244785,0.0002807147,0.0007145318,0.0008286861,0.0009528628,0.0005861709,0.0004518069,0.0007890722],"category_scores_gemma":[0.002252949,0.0002117286,0.0003951651,0.0009932322,0.0004443173,0.0004545717,0.0007148355,0.0005662091,0.0002228815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003086109,"about_ca_system_score_gemma":0.002731833,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6463715,"about_ca_topic_score_gemma":0.8080392,"domain_scores_codex":[0.9994893,0.00007061747,0.00002512925,0.00006906041,0.0001069424,0.0002389106],"domain_scores_gemma":[0.99913,0.00007106111,0.000225504,0.00004218736,0.0002762498,0.000255099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000937373,0.00005893608,0.9974023,0.000007003142,0.00002179783,0.00003971056,0.0005757039,0.00006194947,0.0001722393,0.00001063776,0.0002782891,0.001277717],"study_design_scores_gemma":[0.000001023717,0.00002150469,0.9992493,0.000002091441,0.000002130251,0.00001003224,0.0005704151,0.00003492906,0.00001661814,0.000002128304,0.0000879735,0.000001776055],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987943,0.00006277157,0.00002320876,0.00005996203,0.000005548954,0.00001050524,0.0006500647,0.000001982371,0.0003914435],"genre_scores_gemma":[0.9985934,0.00005196051,0.00004554155,0.00004205576,0.000004658641,0.00001681408,0.0009126061,0.000001052274,0.0003319175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6463715,"threshold_uncertainty_score":0.7114222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0247869876800195,"score_gpt":0.3841276227192997,"score_spread":0.3593406350392802,"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."}}