{"id":"W4407304890","doi":"10.4103/jnsm.jnsm_113_24","title":"A Decade of Excellence: Accreditation’s Long-term Impact on Quality, Safety, and Performance at King Saud University Medical City","year":2025,"lang":"en","type":"article","venue":"Journal of Nature and Science of Medicine","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Accreditation; Excellence; Quality (philosophy); Term (time); Engineering; Business; Medicine; Medical education; Political science; Law","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":[0.008329596,0.0001778138,0.0002692146,0.0009239897,0.001504504,0.002468583,0.0006110281,0.0004786539,0.001971847],"category_scores_gemma":[0.01512318,0.0001578719,0.0003576414,0.001135744,0.00083451,0.001020359,0.002530688,0.0009265768,0.0003004215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005223006,"about_ca_system_score_gemma":0.009024275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02892238,"about_ca_topic_score_gemma":0.04299774,"domain_scores_codex":[0.9946101,0.002049945,0.0004082087,0.0002264619,0.001867237,0.0008380896],"domain_scores_gemma":[0.9714641,0.003462947,0.008028496,0.0006546231,0.008952097,0.007437701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002318233,0.0005056572,0.9402292,0.0001277998,0.00007241992,0.0001090957,0.00863383,0.0002459786,0.0004495909,0.0001918169,0.002953572,0.04624922],"study_design_scores_gemma":[0.000005452257,0.0004089627,0.9870057,0.00006001845,0.00001730486,0.00003806378,0.01015064,0.0001710274,0.000243052,0.00002910208,0.001853617,0.00001701993],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964697,0.0004300977,0.00005737653,0.001466633,0.00002683169,0.00001317084,0.00007726159,0.000005932001,0.001453056],"genre_scores_gemma":[0.9993269,0.0001166483,0.00006926902,0.00009432335,0.00001360906,0.000007454305,0.00005119833,0.000001351862,0.0003192653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02892238,"threshold_uncertainty_score":0.05750805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06134244160391757,"score_gpt":0.48784675445595,"score_spread":0.4265043128520324,"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."}}