{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001736105,0.0002482834,0.001265661,0.000605276,0.00004119465,0.00001364386,0.0001776074,0.0001486455,0.004774789],"category_scores_gemma":[0.002735701,0.0001818763,0.001250173,0.002846251,0.0001567606,0.0001254693,0.00004429706,0.000268596,0.00003570792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002114243,"about_ca_system_score_gemma":0.0001729398,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01654079,"about_ca_topic_score_gemma":0.001865586,"domain_scores_codex":[0.99703,0.0004581874,0.001181089,0.0005507839,0.0004651776,0.0003147775],"domain_scores_gemma":[0.9965994,0.001003524,0.0005380641,0.00122054,0.0003810271,0.0002574807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00160321,0.002173206,0.9823006,0.00003816226,0.002889342,0.00001982316,0.0005131947,0.00002341844,0.0007134926,0.0001063948,0.00002713065,0.009591992],"study_design_scores_gemma":[0.002565459,0.0006789451,0.9844142,0.00005425851,0.004471495,0.000001063365,0.0005315316,0.003713585,0.002587814,0.0002880827,0.0003838689,0.0003097094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997563,0.0004250685,0.00005742668,0.0005137484,0.00002486959,0.0002135339,0.0001381215,0.00003577261,0.001028479],"genre_scores_gemma":[0.9985064,0.0001035092,0.001009162,0.0001613415,0.00003318052,0.000009419556,0.00006040589,0.00001809708,0.00009849427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0146752,"threshold_uncertainty_score":0.996135,"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."}}