{"id":"W2146505528","doi":"10.1136/jclinpath-2014-202466","title":"Suitability of Becton Dickinson Vacutainer rapid serum tube for collecting and storing blood samples for antibiotic and anticonvulsant drug monitoring","year":2014,"lang":"en","type":"article","venue":"Journal of Clinical Pathology","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; Horizon Health Network; University Health Network; SickKids Foundation; Dalhousie University; University of Toronto; Dr. Everett Chalmers Regional Hospital; Saint John Regional Hospital","funders":"","keywords":"Vacutainer; Medicine; Drug; Antibiotics; Pharmacology; Microbiology; Internal medicine; Biology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01279223,0.0001584742,0.001513182,0.00009200975,0.0001110198,0.00002159166,0.00008756269,0.0002219688,0.0000052029],"category_scores_gemma":[0.04207009,0.0001199337,0.0003081531,0.00008975103,0.0002154898,0.000136744,0.00005527358,0.0005199911,1.020072e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001361579,"about_ca_system_score_gemma":0.000139333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008090788,"about_ca_topic_score_gemma":0.000007229353,"domain_scores_codex":[0.9964659,0.0006384781,0.002135416,0.0003077359,0.0001793124,0.0002731193],"domain_scores_gemma":[0.9756401,0.02165622,0.001531832,0.0002212186,0.0006928418,0.0002577365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00263331,0.0005954207,0.9611296,0.000655146,0.0002105757,0.00001487007,0.0002027859,0.000003059656,0.01049352,0.0002149476,0.00002652929,0.02382021],"study_design_scores_gemma":[0.01678629,0.00929998,0.9610323,0.0003891629,0.001785016,0.0002116777,0.0005418444,0.0006352522,0.005105971,0.0009912896,0.003023538,0.0001976491],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939445,0.001044228,0.00105353,0.002579575,0.0008766212,0.0004579079,0.00002238305,0.000008566072,0.00001265558],"genre_scores_gemma":[0.9890084,0.0003999314,0.008961447,0.0002259923,0.001360551,0.00000256591,0.000001048524,0.00002094744,0.00001913459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02927786,"threshold_uncertainty_score":0.9659989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1273291986773027,"score_gpt":0.4469168387160883,"score_spread":0.3195876400387856,"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."}}