{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009015954,0.00008631744,0.0004145304,0.0004488526,0.0004415729,0.000002245208,0.0003032801,0.0002015945,0.00009560904],"category_scores_gemma":[0.001823275,0.00005457149,0.00003652217,0.0005692382,0.0008037107,0.000202859,0.0001961893,0.0009277636,2.128021e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002189919,"about_ca_system_score_gemma":0.001104455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001370369,"about_ca_topic_score_gemma":0.0001035534,"domain_scores_codex":[0.9975399,0.0003073657,0.000697865,0.0001449451,0.001094668,0.0002152116],"domain_scores_gemma":[0.9974345,0.001030744,0.0006484431,0.0001332657,0.0004936456,0.0002594045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003058059,0.0001482213,0.8930792,0.003653956,0.00008938208,0.00005326017,0.01042216,0.000008926714,0.001336319,0.01145292,0.005728539,0.07096905],"study_design_scores_gemma":[0.001655884,0.0006873209,0.9896119,0.003977376,0.00003326093,0.00001009357,0.00278162,0.00006164436,0.00007431356,0.0002660538,0.0007937081,0.00004681102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9599963,0.0009971522,0.0001880736,0.03645467,0.0005478341,0.0001483189,0.000004767138,0.000003066308,0.001659764],"genre_scores_gemma":[0.9928824,0.005343093,0.00006200095,0.001205038,0.0001323476,1.342646e-7,8.539523e-7,0.000001653102,0.0003724972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0965327,"threshold_uncertainty_score":0.4030723,"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."}}