{"id":"W4400685493","doi":"10.17116/labs20241301155","title":"ICSH review of internal quality control policy for blood cell counters","year":2024,"lang":"en","type":"article","venue":"Laboratory Service","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Quality (philosophy); Control (management); Computer science; Physics; Artificial intelligence","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":[0.002500177,0.0002227066,0.0008077601,0.00008817914,0.00004042729,0.00004520446,0.0002081643,0.0001463191,0.000250801],"category_scores_gemma":[0.001580461,0.0001883626,0.0002414473,0.0008380787,0.00005024122,0.0002039544,0.00003467233,0.0003552403,0.00007120154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006131413,"about_ca_system_score_gemma":0.001141374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002456934,"about_ca_topic_score_gemma":0.0000667564,"domain_scores_codex":[0.9975384,0.0003100003,0.001078838,0.0004060091,0.0003843802,0.0002823313],"domain_scores_gemma":[0.9956955,0.001767627,0.0003576961,0.0005798355,0.00135476,0.0002446382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006483398,0.004061243,0.01119824,0.6472375,0.004494795,0.0002621893,0.001845341,0.000009129524,0.1720154,0.09374031,0.05197562,0.006676928],"study_design_scores_gemma":[0.006093934,0.0006595864,0.001110981,0.01255255,0.002002527,0.00000861788,0.0002365291,0.000503179,0.002895125,0.0001822053,0.9734082,0.0003465587],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3308549,0.3873561,0.003076863,0.2400488,0.004073685,0.00790948,0.0133082,0.000940192,0.01243176],"genre_scores_gemma":[0.7398553,0.005431222,0.000691732,0.251912,0.001392462,0.0001251876,0.00008132159,0.00008156104,0.0004291624],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9214326,"threshold_uncertainty_score":0.7681203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03292819603587548,"score_gpt":0.4078971466725201,"score_spread":0.3749689506366446,"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."}}