{"id":"W2080229640","doi":"10.1016/j.bbmt.2005.08.017","title":"19. Standardization of CFU assays","year":2005,"lang":"en","type":"article","venue":"Biology of Blood and Marrow Transplantation","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stemcell Technologies","funders":"","keywords":"Medicine; Standardization; Operating system; Computer science","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":[0.01359432,0.00229697,0.001637791,0.00814307,0.002115798,0.001867112,0.002938068,0.002641486,0.01363326],"category_scores_gemma":[0.02209242,0.002143537,0.00183223,0.004063932,0.001742289,0.001060323,0.001886656,0.002372964,0.0189955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008717248,"about_ca_system_score_gemma":0.001894695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001588828,"about_ca_topic_score_gemma":0.003473405,"domain_scores_codex":[0.9753332,0.01169479,0.004137791,0.002433036,0.004993095,0.001408143],"domain_scores_gemma":[0.9713936,0.007000663,0.001242728,0.01060377,0.009134222,0.0006248498],"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":[0.001255473,0.00121289,0.007697591,0.001053848,0.0001748905,0.00036685,0.001493635,0.001137201,0.7988089,0.01268611,0.01813624,0.1559763],"study_design_scores_gemma":[0.0001242702,0.001267804,0.01527247,0.0003582561,0.0002703765,0.0007188481,0.000183522,0.002839879,0.8969683,0.002709687,0.07919348,0.00009302671],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05812269,0.003126868,0.8400902,0.0009937716,0.002329278,0.008740413,0.01059512,0.01304916,0.06295256],"genre_scores_gemma":[0.07324924,0.002180067,0.8701729,0.0004982565,0.0006472532,0.01043749,0.0230857,0.001976341,0.01775285],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01363326,"threshold_uncertainty_score":0.07189447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03335124219919222,"score_gpt":0.3405084531017156,"score_spread":0.3071572109025234,"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."}}