{"id":"W2414837383","doi":"","title":"[Current status of ISO 15189 accreditation system].","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Pharmacy and Medical Practices","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Medical laboratory; Certificate; Government (linguistics); Certification and Accreditation; Medical education; Business; Medicine; Engineering management; Engineering; Computer science; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001659209,0.0001344487,0.0002093301,0.00009285733,0.00009843808,0.000007411693,0.0001650337,0.0001411182,0.0003281321],"category_scores_gemma":[0.0006549034,0.0001191638,0.00007342871,0.000180291,0.0001336265,0.0004835323,0.00005838513,0.0005727728,0.0001176449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001061447,"about_ca_system_score_gemma":0.00006202899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001862595,"about_ca_topic_score_gemma":0.00000110737,"domain_scores_codex":[0.9978615,0.0004996376,0.0003688682,0.0001473202,0.0002343625,0.0008883293],"domain_scores_gemma":[0.9980873,0.0006770074,0.0002718378,0.0001265574,0.00007501979,0.0007622591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004370744,0.0008458272,0.05057395,0.0005213881,0.0002113433,0.000004246568,0.001082372,0.00001668005,0.000960035,0.004228262,0.02944596,0.9116728],"study_design_scores_gemma":[0.0011388,0.00001379648,0.1199559,0.000008704889,0.000238601,0.000009037675,0.0002343869,0.0001450349,0.0128792,0.00004002116,0.865207,0.0001294473],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9106767,0.02530688,0.0003328808,0.0008419367,0.01847028,0.001554463,0.000147634,0.0002199031,0.04244935],"genre_scores_gemma":[0.9963733,0.001183025,0.0000388937,0.0004767633,0.001071084,0.0006671413,0.00002887707,0.00001301997,0.0001479074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9115434,"threshold_uncertainty_score":0.4859358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2552562165258644,"score_gpt":0.474199769467983,"score_spread":0.2189435529421185,"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."}}