{"id":"W4401378242","doi":"10.2147/jhl.s470670","title":"The Governance, Policy, Process, and Capacity of Health Workforce Regulation and Accreditation: Qualitative Policy Analysis and Evidence from Palestine","year":2024,"lang":"en","type":"article","venue":"Journal of Healthcare Leadership","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Canadian Institutes of Health Research","funders":"","keywords":"Accreditation; Workforce; General partnership; Corporate governance; Palestine; Political science; Health care; Workforce development; Health policy; Public administration; Economic growth; Business; Economics; Law; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.04081799,0.0004595665,0.0005916596,0.003642649,0.01133216,0.006317091,0.001881386,0.002034793,0.00530191],"category_scores_gemma":[0.03700657,0.000851314,0.0003482687,0.006800259,0.01487436,0.004849914,0.006812773,0.002589364,0.0003075213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02443801,"about_ca_system_score_gemma":0.02583444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03333894,"about_ca_topic_score_gemma":0.03715887,"domain_scores_codex":[0.9827378,0.01299202,0.0005373239,0.00052302,0.0008848106,0.002324878],"domain_scores_gemma":[0.934239,0.0589201,0.002817737,0.001100569,0.002120187,0.0008023939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008608444,0.0001166559,0.01001272,0.001409039,0.00001491618,0.000844871,0.9547801,0.0003067224,0.0003755398,0.01655499,0.0007341263,0.01476426],"study_design_scores_gemma":[0.000006208944,0.00003423038,0.004801597,0.001735762,0.000008639021,0.00009004059,0.9850557,0.00008910563,0.0001969627,0.001049411,0.006923762,0.000008500399],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666845,0.005273583,0.001777062,0.006480434,0.00006724171,0.0004877477,0.0003148859,0.00000794503,0.0189066],"genre_scores_gemma":[0.9935009,0.002940197,0.0007544231,0.0007577664,0.00001056037,0.0004670402,0.00007351047,0.000006903229,0.001488709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04081799,"threshold_uncertainty_score":0.2158688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3903025397076445,"score_gpt":0.5375956202182176,"score_spread":0.1472930805105731,"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."}}