{"id":"W2136378610","doi":"10.1111/ijlh.12226","title":"Critical values in Hematology","year":2014,"lang":"en","type":"article","venue":"International Journal of Laboratory Hematology","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Calgary Laboratory Services","funders":"","keywords":"Medicine; Accreditation; Medical laboratory; Hematology; Standardization; Family medicine; Internal medicine; Medical education; Pathology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001677229,0.0001332549,0.0007241609,0.000327326,0.0000215448,0.00002729818,0.0002789327,0.000204843,0.000343573],"category_scores_gemma":[0.0132955,0.0001120641,0.0001346196,0.0001839142,0.0001980289,0.000292557,0.00004760908,0.00057257,0.0000630485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006766521,"about_ca_system_score_gemma":0.0003435034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004639137,"about_ca_topic_score_gemma":0.0000135421,"domain_scores_codex":[0.9974899,0.0004848485,0.001185162,0.0001823084,0.0004414413,0.0002162877],"domain_scores_gemma":[0.9947176,0.00245364,0.0004812863,0.0001874614,0.001960428,0.0001995697],"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":[0.00259645,0.001609821,0.307173,0.0001229922,0.000446845,0.003783625,0.0003162417,0.00001474099,0.003169996,0.6735602,0.004558844,0.002647267],"study_design_scores_gemma":[0.03996061,0.005811203,0.1287956,0.002355161,0.0008438859,0.02968447,0.001887096,0.003389298,0.02117948,0.1169901,0.6477134,0.001389746],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9191802,0.001970595,0.002795393,0.06928062,0.003807294,0.0001400063,0.00001788775,0.00003237727,0.002775668],"genre_scores_gemma":[0.9904578,0.00006326094,0.002241881,0.006656067,0.0005399574,0.000002940241,0.00000231247,0.0000150246,0.00002078673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6431545,"threshold_uncertainty_score":0.9950159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02999079086345988,"score_gpt":0.4175277048101761,"score_spread":0.3875369139467162,"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."}}