{"id":"W2026458419","doi":"10.1515/cclm.2010.166","title":"Development and preparation of a new serum protein reference material: feasibility studies and processing","year":2010,"lang":"en","type":"article","venue":"Clinical Chemistry and Laboratory Medicine (CCLM)","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Calgary","keywords":"Computer science; Chemistry; Chromatography; Computational biology; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004690167,0.0008881273,0.0006142383,0.0009830685,0.0004282472,0.0008054114,0.001136539,0.001602912,0.001680548],"category_scores_gemma":[0.003207841,0.0002533384,0.00083638,0.0005463952,0.0006747089,0.0007806408,0.0007048119,0.0007309298,0.001553388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000537778,"about_ca_system_score_gemma":0.0009162775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000702164,"about_ca_topic_score_gemma":0.0006861904,"domain_scores_codex":[0.9974733,0.0005685827,0.0001446492,0.0004313294,0.001282743,0.00009936506],"domain_scores_gemma":[0.9990244,0.0001893868,0.0001054832,0.0001119632,0.000467012,0.0001018064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004099903,0.0002641127,0.001395151,0.0004124947,0.00002470973,0.0003139295,0.0001230188,0.0005119118,0.9668801,0.000393553,0.0003948202,0.02887626],"study_design_scores_gemma":[0.00008291613,0.003467175,0.003743883,0.0000900611,0.0000749535,0.001409026,0.00008362497,0.002711478,0.9726439,0.0002627744,0.0153896,0.00004071717],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6397865,0.01004096,0.3377199,0.001359686,0.0004500623,0.003600215,0.001216435,0.0008705075,0.004955629],"genre_scores_gemma":[0.4727668,0.004039273,0.5116866,0.0005704632,0.0001467427,0.001141671,0.003349341,0.0001788452,0.006120318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004690167,"threshold_uncertainty_score":0.02480429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.194444299529319,"score_gpt":0.4869416635250517,"score_spread":0.2924973639957327,"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."}}