{"id":"W4411487375","doi":"10.1016/j.clinbiochem.2025.110959","title":"Primer part 2 - implementing a laboratory quality improvement project","year":2025,"lang":"en","type":"review","venue":"Clinical Biochemistry","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York Central Hospital; University Health Network; Mount Sinai Hospital; University of Toronto","funders":"","keywords":"Vignette; Quality (philosophy); Quality management; Identification (biology); Computer science; Bridge (graph theory); Medical laboratory; Process management; Medicine; Medical education; Operations management; Psychology; Business; Engineering; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.02528187,0.001874893,0.001964695,0.004919718,0.0007763185,0.004529294,0.002528287,0.005647457,0.01694168],"category_scores_gemma":[0.02466246,0.0009987049,0.002200691,0.005019011,0.0010474,0.003417198,0.003463952,0.005263373,0.005910786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004459722,"about_ca_system_score_gemma":0.03135569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00377063,"about_ca_topic_score_gemma":0.007403995,"domain_scores_codex":[0.9896591,0.004596218,0.00193902,0.0005946046,0.002671492,0.0005394809],"domain_scores_gemma":[0.9654288,0.0158277,0.005096396,0.001051685,0.01009742,0.002497996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002525961,0.0003158798,0.0003299021,0.05793672,0.0001746718,0.0001057133,0.0001505876,0.0002951247,0.001126554,0.006232009,0.2150167,0.7180635],"study_design_scores_gemma":[0.0001593246,0.000315554,0.001149146,0.06138536,0.000448658,0.0001974074,0.00009070472,0.00007842693,0.0009983017,0.001169031,0.9339839,0.00002412944],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.0003911458,0.932083,0.004278111,0.03030681,0.01393459,0.002250612,0.001498258,0.0002741289,0.01498335],"genre_scores_gemma":[0.002206108,0.9226215,0.0181327,0.0379627,0.002754707,0.001921653,0.002290156,0.00008961092,0.01202081],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02528187,"threshold_uncertainty_score":0.133705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2048390525740504,"score_gpt":0.5638406298941356,"score_spread":0.3590015773200852,"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."}}