{"id":"W4401820769","doi":"10.3233/shti240599","title":"What People Know vs. What They Should Know About Laboratory Reference Ranges","year":2024,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Sinai Health System","funders":"","keywords":"Reference range; Test (biology); Reference values; Principal (computer security); Range (aeronautics); Health care; Interpretation (philosophy); Computer science; Psychology; Medicine; Engineering; Political science; Ecology","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":[0.002000281,0.0002201667,0.0008009407,0.0004286171,0.0002072101,0.0001366429,0.0001317664,0.0003874355,0.00001909795],"category_scores_gemma":[0.001602606,0.000164837,0.00003831804,0.0008434436,0.0004067175,0.001636959,0.0001951152,0.001206454,0.00005009311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001197831,"about_ca_system_score_gemma":0.0003448328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002011871,"about_ca_topic_score_gemma":0.0005391673,"domain_scores_codex":[0.9979119,0.0001029941,0.001141013,0.0002137924,0.0002012793,0.0004289621],"domain_scores_gemma":[0.9979077,0.001070061,0.0002447073,0.0004099879,0.0002569807,0.0001105507],"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":[0.0005347017,0.0002708699,0.01449501,0.02062238,0.0006185741,0.00006534209,0.05585449,0.000006635283,0.00001088992,0.1155506,0.01016917,0.7818013],"study_design_scores_gemma":[0.001286388,0.001081068,0.0017327,0.008134634,0.00007998841,0.00003363569,0.16874,0.001004643,0.00002576347,0.00318702,0.8144442,0.000249977],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.203049,0.6374501,0.0000308693,0.1555852,0.002241927,0.0008589645,0.00002921846,0.0004327045,0.0003220365],"genre_scores_gemma":[0.352565,0.6379439,0.0005650767,0.008628843,0.00007406482,0.00007520287,0.000008389531,0.0000131801,0.0001263749],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.804275,"threshold_uncertainty_score":0.6721856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1022208031665278,"score_gpt":0.4521299985316959,"score_spread":0.3499091953651681,"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."}}