{"id":"W4391274969","doi":"10.1016/j.pathol.2023.12.036","title":"Haemolysed samples – are we there yet?","year":2024,"lang":"en","type":"article","venue":"Pathology","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Ottawa Mental Health Centre; Royal College of Physicians and Surgeons of Canada","funders":"","keywords":"Haemolysis; Clinical Practice; Index (typography); Medicine; Intensive care medicine; Medical physics; Chemistry; Computer science; Immunology; Family medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004726165,0.00009502176,0.0002947638,0.00004603878,0.00003372355,0.00002649898,0.00005584479,0.000139248,0.001201401],"category_scores_gemma":[0.0007895986,0.00006932169,0.0000999943,0.0001300891,0.00007363044,0.00005336587,0.00002891545,0.000307742,0.0004762468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001594204,"about_ca_system_score_gemma":0.00007673232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009894863,"about_ca_topic_score_gemma":0.0000296352,"domain_scores_codex":[0.9990605,0.0001551672,0.0002384574,0.0002714136,0.00009779215,0.0001766295],"domain_scores_gemma":[0.9985659,0.0009635472,0.00005398397,0.0002732073,0.00005225957,0.00009109506],"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":[0.002095555,0.001555057,0.1011276,0.002169575,0.001099766,0.04276551,0.003875911,0.00000842034,0.081314,0.1372704,0.1364959,0.4902222],"study_design_scores_gemma":[0.0009111419,0.0003012299,0.02024814,0.0001947979,0.0002352753,0.0003171018,0.000450602,0.0002722717,0.000293462,0.003525672,0.9731141,0.0001361954],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7806705,0.02677073,0.001399672,0.1783958,0.001890457,0.0004389054,0.0001415716,0.0004835931,0.009808758],"genre_scores_gemma":[0.9916425,0.0006270959,0.000540011,0.00466807,0.0003914594,0.00001661591,0.0000151162,0.00002033543,0.002078805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8366182,"threshold_uncertainty_score":0.9997116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1539226395909657,"score_gpt":0.4245174791288082,"score_spread":0.2705948395378425,"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."}}