{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1187128,0.001147955,0.003307296,0.002004039,0.003124967,0.01819994,0.004388599,0.007695141,0.01631345],"category_scores_gemma":[0.1918403,0.001331098,0.002059325,0.003031526,0.008790349,0.02583968,0.005379636,0.01291422,0.006440528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005282903,"about_ca_system_score_gemma":0.02407002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01088179,"about_ca_topic_score_gemma":0.02096786,"domain_scores_codex":[0.936757,0.02847811,0.01101747,0.004228264,0.01535737,0.004161823],"domain_scores_gemma":[0.6770592,0.1494426,0.02358067,0.02337712,0.1128628,0.01367761],"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":[0.001572054,0.0008618459,0.06248949,0.007915681,0.0007357052,0.000741386,0.003008594,0.0003940514,0.00177611,0.0256877,0.2140886,0.6807287],"study_design_scores_gemma":[0.0002583071,0.000800047,0.04005586,0.02106246,0.0009510294,0.001120834,0.01524976,0.001026702,0.002814218,0.07949381,0.8368318,0.0003352093],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01111797,0.1896032,0.02276351,0.7405221,0.02442946,0.0003539652,0.001346889,0.0004689415,0.009394016],"genre_scores_gemma":[0.2145499,0.1838597,0.08804728,0.4531604,0.04179963,0.001168906,0.004358526,0.000748103,0.01230758],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1187128,"threshold_uncertainty_score":0.6278206,"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."}}