{"id":"W4390662513","doi":"10.1111/ijlh.14212","title":"ICSH guidance for internal quality control policy for blood cell counters","year":2024,"lang":"en","type":"article","venue":"International Journal of Laboratory Hematology","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Universiti Malaya; University of Alberta","keywords":"Diversity (politics); Control (management); Quality (philosophy); Computer science; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.002447638,0.0002012486,0.0007474694,0.000326009,0.00004411417,0.0001147004,0.0003866877,0.0001956925,0.00007966048],"category_scores_gemma":[0.005265595,0.0001678869,0.0004723584,0.0001693553,0.0001214548,0.0003391255,0.00002862022,0.000404362,0.00001354016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001627163,"about_ca_system_score_gemma":0.001599483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001336742,"about_ca_topic_score_gemma":0.00001259944,"domain_scores_codex":[0.997205,0.0001917461,0.001580501,0.0002818532,0.0004659887,0.0002749077],"domain_scores_gemma":[0.9913058,0.003912811,0.0008740434,0.000194199,0.003487834,0.0002253382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03395885,0.003882127,0.04035372,0.003705419,0.01241172,0.002462078,0.001199339,0.00008687557,0.1102968,0.6974294,0.088074,0.006139648],"study_design_scores_gemma":[0.02722059,0.002692025,0.001370015,0.001218412,0.001347491,0.001471861,0.0004038037,0.001984253,0.01562605,0.007809187,0.9383858,0.0004704487],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5014707,0.02480004,0.2516744,0.1919956,0.02082066,0.00241254,0.005162201,0.0002060606,0.001457762],"genre_scores_gemma":[0.9838218,0.0001424084,0.003507031,0.009317148,0.002854252,0.00004322897,0.00001636349,0.00004061425,0.0002571264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8503119,"threshold_uncertainty_score":0.6846227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03311281042060354,"score_gpt":0.4411641832660014,"score_spread":0.4080513728453979,"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."}}