{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09917448,0.001555169,0.001884341,0.005532444,0.004012267,0.008560168,0.008905784,0.02397374,0.01331116],"category_scores_gemma":[0.1146481,0.002111105,0.003421844,0.004168304,0.004912624,0.00387738,0.004201879,0.01205343,0.01702852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009739645,"about_ca_system_score_gemma":0.07056497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03423988,"about_ca_topic_score_gemma":0.02244808,"domain_scores_codex":[0.8022821,0.06491525,0.01764028,0.00556563,0.100132,0.009464738],"domain_scores_gemma":[0.7553926,0.07042123,0.0149932,0.02066772,0.1326317,0.005893546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001585314,0.0005051583,0.003262196,0.0007898769,0.00003902625,0.0003786908,0.001547439,0.002590677,0.004472532,0.07465493,0.8316562,0.07994476],"study_design_scores_gemma":[0.00009419407,0.0002386156,0.003800086,0.001782115,0.00004881545,0.0004147371,0.0004198738,0.00165071,0.00283054,0.007567379,0.9810435,0.0001095109],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01099386,0.01249844,0.1803773,0.1676972,0.01508099,0.009233771,0.008146436,0.008659803,0.5873123],"genre_scores_gemma":[0.05721142,0.0104914,0.431263,0.2015763,0.007067486,0.01315058,0.01657571,0.002287687,0.2603765],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.09917448,"threshold_uncertainty_score":0.5244911,"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."}}