{"id":"W2041821951","doi":"10.1016/j.cca.2012.06.028","title":"An analysis of the bias in red blood cell hemolysis measurement using several analytical approaches","year":2012,"lang":"en","type":"article","venue":"Clinica Chimica Acta","topic":"Blood transfusion and management","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Blood Services; University of Alberta","funders":"Canadian Blood Services","keywords":"Hemolysis; Hematocrit; Hematology analyzer; Hemoglobin; Red blood cell; Chromatography; Red Cell; Medicine; Chemistry; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0206842,0.0008331224,0.001061007,0.001503831,0.0007102428,0.001170804,0.001194856,0.001766121,0.0004165707],"category_scores_gemma":[0.03940327,0.0004894881,0.001163371,0.001126272,0.0006432597,0.0005931918,0.0006940015,0.0009057489,0.0002966467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001064352,"about_ca_system_score_gemma":0.0009631935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001968663,"about_ca_topic_score_gemma":0.002304445,"domain_scores_codex":[0.9836578,0.008647977,0.0005703317,0.002483433,0.004232342,0.0004081785],"domain_scores_gemma":[0.9699011,0.02115812,0.002121601,0.002506408,0.004102129,0.0002106128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.006849061,0.0004816841,0.4529588,0.001094928,0.004551754,0.0005949441,0.0008118802,0.01570118,0.3176901,0.004647438,0.001032611,0.1935856],"study_design_scores_gemma":[0.0003424517,0.003399869,0.2785197,0.0002107984,0.004056463,0.004345665,0.0002930555,0.1992205,0.4976249,0.005155616,0.006485147,0.0003457289],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6253895,0.01148654,0.3586048,0.000575808,0.0003794486,0.0001924686,0.0004223696,0.0005428911,0.002406242],"genre_scores_gemma":[0.909312,0.001258158,0.08763798,0.0004182192,0.00009698683,0.00009501058,0.0002625732,0.00008638338,0.0008327179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0206842,"threshold_uncertainty_score":0.1093898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2326928612833871,"score_gpt":0.3391613727945649,"score_spread":0.1064685115111778,"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."}}