{"id":"W4407253537","doi":"10.2196/preprints.72089","title":"Participatory Strategies to Enhance Resilience and Job Satisfaction and Reduce Stress to Mitigate Early Retirement Intentions Among Nurses: Protocol for a Qualitative Study (Preprint)","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Psychological intervention; Job satisfaction; Nursing; Psychological resilience; Psychology; Context (archaeology); Aging in the American workforce; Applied psychology; Medicine; Social psychology; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04796733,0.002688726,0.003237408,0.003191325,0.008935911,0.00392531,0.004799877,0.00520425,0.06382053],"category_scores_gemma":[0.04646555,0.003553963,0.00359845,0.003219133,0.004115405,0.003712415,0.005319848,0.007914466,0.008361743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009451822,"about_ca_system_score_gemma":0.0454662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01062733,"about_ca_topic_score_gemma":0.01842526,"domain_scores_codex":[0.9806131,0.01228962,0.002222106,0.001491469,0.001328667,0.002055031],"domain_scores_gemma":[0.9667367,0.01514789,0.002023628,0.003801152,0.00902734,0.003263347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.02760666,0.02152033,0.004715818,0.128164,0.0005564323,0.004224703,0.2300906,0.00710168,0.01239709,0.03660943,0.1403352,0.3866781],"study_design_scores_gemma":[0.06159144,0.01448207,0.01369115,0.06484085,0.0006040755,0.0006975553,0.1713305,0.003744012,0.009416185,0.02648428,0.6322455,0.0008723593],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002465461,0.0001662617,0.003478472,0.0004218852,0.0002113141,0.9908496,0.001123899,0.00004797081,0.001235115],"genre_scores_gemma":[0.0008236427,0.00007634329,0.002826532,0.0001169164,0.000007605679,0.9958032,0.00007116445,0.000002763899,0.0002719596],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06382053,"threshold_uncertainty_score":0.2536785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2431035341087826,"score_gpt":0.5578694289672161,"score_spread":0.3147658948584335,"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."}}