{"id":"W4283793382","doi":"10.3390/ijerph19138131","title":"Stakeholders’ Perception of the Palestinian Health Workforce Accreditation and Regulation System: A Focus on Conceptualization, Influencing Factors and Barriers, and the Way Forward","year":2022,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Impact; McGill University Health Centre; Canadian Institutes of Health Research","funders":"","keywords":"Accreditation; Workforce; Public relations; Government (linguistics); Conceptualization; Salary; Enforcement; Business; Political science; Medicine; Medical education","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":[0.006071157,0.000241587,0.0002538113,0.0008007041,0.003659603,0.003183467,0.0004706591,0.00100422,0.002308538],"category_scores_gemma":[0.004887724,0.0002673362,0.0001691628,0.001037135,0.003193218,0.002047951,0.003428598,0.001313712,0.0001329524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004467044,"about_ca_system_score_gemma":0.006382618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01814685,"about_ca_topic_score_gemma":0.01856295,"domain_scores_codex":[0.9968963,0.001650836,0.000152904,0.000135031,0.0003771112,0.0007878892],"domain_scores_gemma":[0.9979144,0.001059356,0.0004133964,0.00005449439,0.0002876676,0.0002707564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001304246,0.0001763084,0.2246708,0.0005222273,0.00001855245,0.00193115,0.7128302,0.0003229942,0.003023201,0.01195901,0.001112992,0.04330221],"study_design_scores_gemma":[0.000004483632,0.00008247553,0.08135541,0.0004507895,0.00000675557,0.000284169,0.90886,0.0002037681,0.0003081899,0.0008310702,0.007594037,0.00001885668],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898497,0.0005205801,0.000280141,0.002981016,0.00001821219,0.00002100128,0.00002055499,0.000001908005,0.006306885],"genre_scores_gemma":[0.9990036,0.0003119283,0.00009078981,0.0002719128,0.000003326697,0.00001022483,0.000008143918,8.450251e-7,0.0002993192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01814685,"threshold_uncertainty_score":0.03608245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.21929149416586,"score_gpt":0.4398939251759947,"score_spread":0.2206024310101347,"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."}}