{"id":"W4414617820","doi":"10.15324/kjcls.2025.57.3.355","title":"Comparative Analysis of Overseas Education and Certification Systems for Korea’s Four-year Curriculum Reform in Clinical Laboratory Science","year":2025,"lang":"en","type":"article","venue":"Korean Journal of Clinical Laboratory Science","topic":"Pharmacy and Medical Practices","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Curriculum; Consistency (knowledge bases); Workforce; Health care; Workforce development; Health professionals; Professional certification (computer technology); Higher education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009566106,0.0001624002,0.0001979783,0.002113258,0.0009936591,0.002218361,0.0004903979,0.0003842661,0.002629777],"category_scores_gemma":[0.02340275,0.0001528883,0.0002912145,0.002647603,0.0007239542,0.001839437,0.002174582,0.0005042893,0.0001523118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006340264,"about_ca_system_score_gemma":0.01018964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008991596,"about_ca_topic_score_gemma":0.01486954,"domain_scores_codex":[0.9941202,0.002395514,0.0005002138,0.000439009,0.001387187,0.001157876],"domain_scores_gemma":[0.9805861,0.004982762,0.00381836,0.0006936301,0.006556289,0.003362827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000743064,0.0008810878,0.7184548,0.0009567782,0.0001644101,0.0003977339,0.04089297,0.001109786,0.003059591,0.01344432,0.003153897,0.2167416],"study_design_scores_gemma":[0.00004096241,0.0005842833,0.9333194,0.0002929084,0.0000647444,0.00009415387,0.05241365,0.0007252429,0.0008248733,0.0004681498,0.01114236,0.00002924388],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927747,0.0004374958,0.0004099243,0.0005317163,0.00002979269,0.0001075099,0.0001169891,0.000008775817,0.005583103],"genre_scores_gemma":[0.9988424,0.0001229306,0.0002692274,0.0001041701,0.000003632347,0.0000390763,0.0001029786,0.000002911584,0.0005125927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009566106,"threshold_uncertainty_score":0.05059105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2357657480076929,"score_gpt":0.5818737230548655,"score_spread":0.3461079750471726,"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."}}