{"id":"W2053326508","doi":"10.4155/bio.11.190","title":"Impact of Sample Hemolysis on Drug Stability in Regulated Bioanalysis","year":2011,"lang":"en","type":"article","venue":"Bioanalysis","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"BioPhage Pharma (Canada)","funders":"","keywords":"Bioanalysis; Analyte; Hemolysis; Chromatography; Biochemical engineering; Blood collection; Drug; Chemistry; Robustness (evolution); Pharmacology; Medicine; Engineering; Emergency medicine; Internal medicine; Biochemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008187294,0.0005616433,0.0007521095,0.001621156,0.001109469,0.002449645,0.001126579,0.002104335,0.0009780918],"category_scores_gemma":[0.01408719,0.0003499455,0.000764939,0.00120227,0.002658176,0.00104489,0.001399017,0.001453252,0.000560022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00146389,"about_ca_system_score_gemma":0.0005366714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001317406,"about_ca_topic_score_gemma":0.001140543,"domain_scores_codex":[0.9893417,0.003481119,0.0009552172,0.001130311,0.004612667,0.00047894],"domain_scores_gemma":[0.9893976,0.005913729,0.002251817,0.001048192,0.001165829,0.0002228995],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003767557,0.0005532379,0.0461385,0.00168132,0.0004986392,0.09250128,0.006204991,0.003983959,0.708923,0.004613318,0.005572142,0.1255621],"study_design_scores_gemma":[0.00007616071,0.001472344,0.01770474,0.0003404979,0.0002920892,0.09702199,0.0009445552,0.008830509,0.8374972,0.002013291,0.03370077,0.000105813],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8925314,0.01921701,0.0726267,0.004670038,0.0005277193,0.0007171098,0.0004411332,0.0009116498,0.008357272],"genre_scores_gemma":[0.9786035,0.002313838,0.01472195,0.001909366,0.000126133,0.0001718407,0.0002114146,0.0001639553,0.001778049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9918127,"threshold_uncertainty_score":0.04329908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09684679020059477,"score_gpt":0.3730577726499812,"score_spread":0.2762109824493864,"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."}}