{"id":"W4413258417","doi":"10.1177/00469580251365821","title":"From Policy to Practice: A Qualitative Study on Reforms and Frontline Retention in Healthcare","year":2025,"lang":"en","type":"article","venue":"INQUIRY The Journal of Health Care Organization Provision and Financing","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais; Université de Sherbrooke; Université de Moncton","funders":"","keywords":"Qualitative research; Health care; Healthcare policy; Psychology; Nursing; Public relations; Health care reform; Business; Political science; Sociology; Medicine; Health policy; Law; Social science","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.003300724,0.0001152774,0.0003792425,0.0006478243,0.0002577267,0.00004995507,0.0001133392,0.0000799497,0.000002673336],"category_scores_gemma":[0.001951649,0.00009185595,0.00001753491,0.0008177477,0.00002312093,0.000256157,0.00009355788,0.0003370253,0.000004919656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005480352,"about_ca_system_score_gemma":0.0002581176,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01210286,"about_ca_topic_score_gemma":0.0005786312,"domain_scores_codex":[0.9979722,0.0003603504,0.001172616,0.0002157513,0.00008431722,0.0001947513],"domain_scores_gemma":[0.9984909,0.000194771,0.000794809,0.0001813166,0.0002485179,0.00008969047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003302317,0.0002354512,0.008440362,0.0003155243,0.00003749181,0.000006345206,0.8625813,0.00007491379,0.000006507881,0.06600893,0.002243991,0.05971901],"study_design_scores_gemma":[0.003112234,0.003355379,0.1537691,0.0009473381,0.00001775129,0.00001132709,0.7887661,0.00007425715,0.00002278563,0.01793603,0.0317058,0.0002819484],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.601248,0.004709026,0.01984267,0.3721195,0.0007939223,0.001107839,0.0000325341,0.00001451261,0.0001319185],"genre_scores_gemma":[0.9823747,0.0009212876,0.0004647065,0.01604244,0.0001241952,0.00000441568,0.000006345798,0.00001345377,0.00004840113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3811267,"threshold_uncertainty_score":0.9944756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04883514419454018,"score_gpt":0.3940497458305244,"score_spread":0.3452146016359843,"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."}}