{"id":"W2001682499","doi":"10.1097/00007890-201007272-00626","title":"IDENTIFICATION OF STABLE CONTROL GENES FOR NORMALIZATION OF BLOOD BASED BIOMARKER PANELS","year":2010,"lang":"en","type":"article","venue":"Transplantation","topic":"Silk-based biomaterials and applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Prevention of Organ Failure","funders":"","keywords":"Normalization (sociology); Biomarker; Computational biology; Identification (biology); Gene; Biology; Medicine; Genetics; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.0004131675,0.00007467829,0.0001321595,0.00006733681,0.00006078245,0.00002052957,0.0001052931,0.00006497429,0.0001299489],"category_scores_gemma":[0.00001475523,0.00006919217,0.00004254019,0.0001108216,0.0000609949,0.0001332498,0.000001380607,0.00001274408,0.000005005729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002604467,"about_ca_system_score_gemma":0.00004048968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007423446,"about_ca_topic_score_gemma":0.00002790917,"domain_scores_codex":[0.9991435,0.00003159793,0.0004404616,0.0001501758,0.0001325044,0.0001017856],"domain_scores_gemma":[0.999208,0.000104439,0.0002965404,0.0001654372,0.0002016653,0.00002392566],"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":[0.0001729541,0.0001042856,0.0009058786,0.0002981846,0.00000749808,9.590417e-8,0.00007364847,0.0002184255,0.9966927,0.001258954,0.000004155181,0.0002632052],"study_design_scores_gemma":[0.001320881,0.00003660206,0.01646355,0.00001531899,0.0001718172,0.000001478639,0.00001018591,0.0032414,0.9784749,0.0001640254,0.00002741947,0.00007248265],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8007262,0.00001173457,0.1975127,0.00004542935,0.0001614217,0.000423949,0.001081925,0.00002537976,0.00001125152],"genre_scores_gemma":[0.9970143,0.00001134217,0.002439047,0.0000150113,0.00002806864,0.0001315663,0.0003415909,0.000009859311,0.000009199568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1962881,"threshold_uncertainty_score":0.2821575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01506830586209322,"score_gpt":0.2570893806948471,"score_spread":0.2420210748327539,"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."}}