{"id":"W2981981067","doi":"10.4212/cjhp.v72i5.2929","title":"Physicochemical Stability of Vancomycin at High Concentrations in Polypropylene Syringes","year":2019,"lang":"en","type":"article","venue":"The Canadian Journal of Hospital Pharmacy","topic":"Intravenous Infusion Technology and Safety","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Syringe; Vancomycin; Syringe driver; Chemistry; Chromatography; Polypropylene; Staphylococcus aureus; Medicine; Organic chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000173658,0.0000844729,0.0001807806,0.00007057493,0.00005250194,0.000006438494,0.0002561834,0.00004324754,0.0004297025],"category_scores_gemma":[0.00002314524,0.00006693939,0.00005889239,0.0001192459,0.0001310625,0.00008369089,0.00001314071,0.0003671192,0.00001454198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002644695,"about_ca_system_score_gemma":0.0001960735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001630307,"about_ca_topic_score_gemma":0.005804323,"domain_scores_codex":[0.9993266,0.00002163213,0.0002927096,0.00005596624,0.00009194323,0.000211075],"domain_scores_gemma":[0.999554,0.00004510887,0.00007598964,0.0001451711,0.00007286102,0.0001068781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002352938,0.0003100422,0.480719,0.0003047283,0.0004645899,0.0002043862,0.01009441,0.01410609,0.4588369,0.01848678,0.004676542,0.0115612],"study_design_scores_gemma":[0.001487171,0.0002022125,0.03559494,0.0000846648,0.00003328813,0.00003278935,0.000292502,0.001182136,0.9565162,0.002331197,0.002011821,0.000231072],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969712,0.0004699466,0.00001163846,0.0008148366,0.0006350129,0.0001236746,0.00002089287,0.00001040687,0.0009423151],"genre_scores_gemma":[0.9997914,0.00004673525,0.00005216902,0.00003315214,0.0000505228,0.000001193793,0.00000137101,0.000009728131,0.00001369193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4976793,"threshold_uncertainty_score":0.4704941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006482138488295764,"score_gpt":0.2053584428072529,"score_spread":0.1988763043189572,"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."}}