{"id":"W4321996765","doi":"10.1002/nop2.1678","title":"Report on fraying resilience among the Ontario Registered Practical Nurse Workforce in long‐term care homes during <scp>COVID</scp>‐19","year":2023,"lang":"en","type":"article","venue":"Nursing Open","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lambton College; Royal Roads University; University of Toronto; Sumitomo Precision Products (Canada); Western University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Resilience (materials science); Workforce; Scale (ratio); Long-term care; Work (physics); Nursing; Coronavirus disease 2019 (COVID-19); Psychological resilience; Personal protective equipment; Burnout; Psychology; Medicine; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001553274,0.0003250644,0.0005220231,0.0003082551,0.00198749,0.0002327513,0.000862873,0.0003551267,0.00007656236],"category_scores_gemma":[0.002130253,0.0002634187,0.0001188697,0.001147028,0.0002585119,0.0005147101,0.000243311,0.001644978,0.0001923029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002471905,"about_ca_system_score_gemma":0.001390206,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02074739,"about_ca_topic_score_gemma":0.04679835,"domain_scores_codex":[0.9957589,0.0006683799,0.0008582128,0.0008966907,0.0006416452,0.001176157],"domain_scores_gemma":[0.9960313,0.001580154,0.0005658538,0.001372417,0.0001438227,0.0003064614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002080509,0.00008882851,0.7971247,0.0001782245,0.00001556061,0.001314819,0.162349,0.0001301039,0.00003522646,0.0001128887,0.03535812,0.00308445],"study_design_scores_gemma":[0.001035897,0.00008680129,0.9094943,0.003417012,0.00004457209,0.00007230823,0.08132132,0.00001305588,0.00003210385,0.0002056551,0.004127738,0.0001491927],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.943369,0.0001895623,0.00003014518,0.002585127,0.002708135,0.002081632,0.000005393898,0.0002311474,0.04879981],"genre_scores_gemma":[0.951591,0.00003113363,0.0002188146,0.0002758054,0.0003518055,0.000229479,0.00009235651,0.00007094548,0.04713863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1123696,"threshold_uncertainty_score":0.9999818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0924646774479959,"score_gpt":0.4539833741870121,"score_spread":0.3615186967390162,"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."}}