{"id":"W2277775583","doi":"","title":"Remodeling of Average of Patients QC Method to Maximize Lengths of Analytical Runs in Regional Reference Laboratories","year":2008,"lang":"en","type":"article","venue":"Iranian journal of pathology","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alcohol Countermeasure Systems (Canada)","funders":"","keywords":"Quality assurance; Workload; Computer science; Algorithm; Mathematics; Reliability engineering; External quality assessment; Operations management; Engineering","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":[0.002042171,0.000123217,0.00109926,0.0002684996,0.00001919594,0.000001817149,0.0001638856,0.0001742904,0.00006898485],"category_scores_gemma":[0.003611387,0.0001009616,0.0001483439,0.0004298142,0.0001631026,0.00011643,0.00003592523,0.0004875954,0.000001587536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003215886,"about_ca_system_score_gemma":0.000388152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001964618,"about_ca_topic_score_gemma":0.0000158591,"domain_scores_codex":[0.9969121,0.0005689632,0.001753221,0.0001696775,0.000416989,0.0001790676],"domain_scores_gemma":[0.9958797,0.0009575709,0.001138099,0.0002497962,0.001605081,0.0001697467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03337102,0.005578034,0.8090121,0.0007646293,0.0005700731,0.003540677,0.01156835,0.001739538,0.1025646,0.01250957,0.0005529787,0.01822848],"study_design_scores_gemma":[0.01848238,0.008868644,0.9550959,0.001067028,0.0005406983,0.0008332146,0.001239143,0.001015958,0.003791619,0.001426002,0.007270343,0.0003690185],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939383,0.0002260629,0.004137962,0.00121356,0.0001045989,0.0001220372,0.00005781166,0.000002351803,0.000197305],"genre_scores_gemma":[0.9653552,0.000175811,0.03385571,0.0005083356,0.00007182186,6.011904e-7,0.000002742945,0.00001081799,0.0000189948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1460839,"threshold_uncertainty_score":0.4323429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.111695907911747,"score_gpt":0.3987546953279616,"score_spread":0.2870587874162146,"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."}}