{"id":"W3195669010","doi":"10.1101/2021.08.18.456812","title":"Improved radiation expression profiling in blood by sequential application of sensitive and specific gene signatures","year":2021,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Viral Infections and Vectors","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cytodiagnostics (Canada); Western University","funders":"","keywords":"Confounding; Immunology; Medicine; Gene expression profiling; Biology; Gene; Gene expression; Internal medicine; Genetics","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":[0.0007318088,0.0003619134,0.0006762494,0.0009365344,0.0001765858,0.000675584,0.0002986114,0.0003615332,0.0005208138],"category_scores_gemma":[0.001216597,0.0002059542,0.0005148423,0.001253317,0.0002754001,0.0003030208,0.0004062267,0.0004512044,0.000307139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003798489,"about_ca_system_score_gemma":0.0003656378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006659225,"about_ca_topic_score_gemma":0.001546896,"domain_scores_codex":[0.999083,0.0001508343,0.00005772914,0.0003578638,0.0002871798,0.00006333634],"domain_scores_gemma":[0.9994256,0.0001428614,0.000195448,0.00008243715,0.0001233507,0.00003032436],"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":[0.0008797509,0.0001559949,0.08499154,0.0004752823,0.0002333535,0.0001148978,0.0001377517,0.003128728,0.8329049,0.0003203418,0.0008944281,0.07576308],"study_design_scores_gemma":[0.00005423142,0.0009348422,0.2818274,0.00007253222,0.0004615503,0.001134018,0.0001999328,0.03752276,0.666485,0.001351127,0.009876661,0.0000798768],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9197664,0.004638422,0.06772269,0.0002502063,0.00009297458,0.0001662382,0.005061202,0.0004981093,0.001803781],"genre_scores_gemma":[0.9256774,0.001722883,0.06429011,0.0003947464,0.00008005005,0.0003180446,0.005490066,0.00008364974,0.001943185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009365344,"threshold_uncertainty_score":0.003870249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009455728632078123,"score_gpt":0.2302718125003743,"score_spread":0.2208160838682962,"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."}}