{"id":"W4246995830","doi":"10.1038/labinvest.2012.23","title":"Quality Assurance","year":2012,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Autopsy Techniques and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; Memorial University of Newfoundland","funders":"","keywords":"Quality assurance; Medicine; Pathology; External quality assessment","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":[0.0003808583,0.00007184724,0.0001291879,0.00003130765,0.00004061359,0.00000667123,0.00002925132,0.00007370096,0.00007533267],"category_scores_gemma":[0.0002217335,0.00006195184,0.00002721923,0.0002092083,0.00005732541,0.0002206586,0.000009109469,0.00009723157,0.0000821833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004856879,"about_ca_system_score_gemma":0.00008056258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001036563,"about_ca_topic_score_gemma":0.000001818777,"domain_scores_codex":[0.9993827,0.00005448485,0.0001679789,0.00008582023,0.0001580652,0.0001509312],"domain_scores_gemma":[0.999441,0.00003388229,0.00007361219,0.0001984985,0.00009497653,0.0001580829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005917768,0.0000206147,0.9450169,0.00005070382,0.000007248918,7.645281e-7,0.0002378401,1.590714e-7,0.03363735,0.01560166,0.004930025,0.0004908535],"study_design_scores_gemma":[0.0001778905,0.00001947899,0.8951446,0.00002342346,0.00001258933,0.000002520943,0.00003290983,0.000006709422,0.06476455,0.0005235324,0.03921491,0.00007692894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934857,0.0002781478,0.0007080223,0.001511547,0.0001802254,0.0001564252,0.000007810354,0.0002644342,0.003407662],"genre_scores_gemma":[0.9845912,0.000009722286,0.01051419,0.004235138,0.0002332848,0.000016812,0.00002135433,0.0000111938,0.000367065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04987231,"threshold_uncertainty_score":0.2526323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03803017945069187,"score_gpt":0.3334228464144254,"score_spread":0.2953926669637335,"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."}}