{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2899132,0.001598619,0.002288198,0.01013233,0.00681106,0.01601423,0.0115315,0.02064345,0.006599909],"category_scores_gemma":[0.194846,0.002312798,0.00337454,0.008315598,0.007683258,0.005285554,0.004782713,0.0153447,0.00557114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02783514,"about_ca_system_score_gemma":0.1624481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06463814,"about_ca_topic_score_gemma":0.03541318,"domain_scores_codex":[0.5697667,0.09797554,0.04310302,0.01162108,0.2642787,0.01325493],"domain_scores_gemma":[0.3881928,0.1323258,0.04352306,0.03325462,0.3914561,0.01124752],"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":[0.0001069977,0.0003562843,0.005778825,0.002180282,0.00009153008,0.0004659883,0.003420189,0.001586687,0.003929154,0.04679115,0.8418312,0.09346183],"study_design_scores_gemma":[0.00006220378,0.0002229607,0.009498251,0.005066031,0.00008278803,0.0002295726,0.0009845401,0.0007300972,0.004566003,0.002429462,0.9759543,0.0001738993],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.02730539,0.0709519,0.05285463,0.4526481,0.04622334,0.01010059,0.01025025,0.004380973,0.3252849],"genre_scores_gemma":[0.1016193,0.04055405,0.1377115,0.4765039,0.02036689,0.008641749,0.01713137,0.001938764,0.1955325],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.2899132,"threshold_uncertainty_score":0.8756634,"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."}}