{"id":"W3189701001","doi":"10.1016/j.clinbiochem.2021.07.017","title":"Centralization of multisite reagent lot-to-lot validation for Ortho Clinical Vitros chemistry instruments","year":2021,"lang":"en","type":"article","venue":"Clinical Biochemistry","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Hospital Edmonton; University of Alberta","funders":"University of Alberta","keywords":"Reagent; Analyte; Computer science; Quality (philosophy); Operations research; Chemistry; Chromatography; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002348256,0.0002497396,0.0009668418,0.00001725473,0.00007029114,0.00003765704,0.0001830613,0.0006609699,0.0003970636],"category_scores_gemma":[0.0226789,0.0002457262,0.0006753098,0.0003019494,0.0001785424,0.00008224064,0.0001395647,0.0005010557,0.0000343701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006249031,"about_ca_system_score_gemma":0.0005557241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005863988,"about_ca_topic_score_gemma":0.000001485235,"domain_scores_codex":[0.9953215,0.0002286764,0.002740361,0.0009311453,0.0004227826,0.000355595],"domain_scores_gemma":[0.9946868,0.00180634,0.0008441516,0.0009591915,0.001011961,0.0006916006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004083209,0.005454217,0.456596,0.001530293,0.0007364173,0.00004363578,0.00003757864,0.000008412169,0.492826,0.00008740299,0.005405315,0.03319162],"study_design_scores_gemma":[0.01047024,0.0005597651,0.03448021,0.0004626322,0.0007959153,0.00001695085,0.0001701834,0.0004780116,0.8880737,0.00006114754,0.06401041,0.0004208642],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930514,0.0001377216,0.001513262,0.003311099,0.0004927013,0.0006256357,0.0002967416,0.00005930791,0.0005120923],"genre_scores_gemma":[0.9865182,0.0003336023,0.006362161,0.002709327,0.001038294,0.00004149158,0.001179715,0.00004144603,0.001775735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4221157,"threshold_uncertainty_score":0.9999995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1065460254450893,"score_gpt":0.4767652478885186,"score_spread":0.3702192224434293,"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."}}