{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00265795,0.0002172598,0.0008225177,0.00001434863,0.0001046531,0.00002152816,0.0000616277,0.0003050462,0.00008918708],"category_scores_gemma":[0.006692461,0.00015684,0.00002187206,0.000142384,0.000834668,0.0001602256,0.00008945442,0.0006074756,7.838518e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001268736,"about_ca_system_score_gemma":0.0005719292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006818009,"about_ca_topic_score_gemma":0.00002252833,"domain_scores_codex":[0.9977567,0.0001063528,0.0011737,0.0005474609,0.0002383792,0.000177398],"domain_scores_gemma":[0.9977781,0.0004631044,0.0005013621,0.0003111431,0.0004877645,0.0004585168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.005929946,0.0007529372,0.1457315,0.01155997,0.0004160385,0.00005123253,0.003411241,8.1612e-8,0.7501109,0.0004046137,0.00120457,0.08042698],"study_design_scores_gemma":[0.02755438,0.003654038,0.4144661,0.006425768,0.001796668,0.0001077131,0.00888615,0.0001703307,0.2756802,0.00197444,0.2577476,0.001536663],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994178,0.002047894,0.00000857701,0.002966582,0.0001029186,0.0004401793,0.00001592316,0.00004020067,0.0001997573],"genre_scores_gemma":[0.9952456,0.0002956493,0.002942825,0.0005925989,0.0005384364,0.00001733669,0.00001284403,0.00001333935,0.0003413909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4744308,"threshold_uncertainty_score":0.8011984,"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."}}