{"id":"W6967842652","doi":"10.5281/zenodo.15098616","title":"Container Closure Systems for Intravenous Medications: A Rigorous Evaluation of Best Manufacturing Practices and Patient Safety in Canada, the USA, and the EU.","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Safe Handling of Antineoplastic Drugs","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Container (type theory); Patient safety; Best practice; Food and drug administration; Agency (philosophy); Closure (psychology); Good manufacturing practice; Health care","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05534137,0.0006902546,0.0007828231,0.005145549,0.00414261,0.006760139,0.003013131,0.002104583,0.001634364],"category_scores_gemma":[0.07416471,0.0004351886,0.0009208697,0.006573291,0.00501021,0.001968884,0.002180112,0.001853151,0.000350764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09957823,"about_ca_system_score_gemma":0.2037528,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8383089,"about_ca_topic_score_gemma":0.890714,"domain_scores_codex":[0.9164301,0.01181516,0.003714249,0.001702275,0.06353008,0.002808161],"domain_scores_gemma":[0.8630465,0.020221,0.01555314,0.002923531,0.09455083,0.003705027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001762825,0.001024827,0.05033972,0.007015418,0.0003196839,0.00039088,0.005744772,0.003457921,0.005041697,0.02126066,0.04480205,0.8588396],"study_design_scores_gemma":[0.0002824292,0.004641959,0.2682944,0.02655341,0.001371098,0.001058871,0.02415147,0.005776884,0.03503662,0.004553875,0.6276296,0.000649403],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3197136,0.5137329,0.01426911,0.05670298,0.001529313,0.002934923,0.005528025,0.0005884586,0.08500065],"genre_scores_gemma":[0.7329081,0.2112196,0.03449893,0.008729312,0.0002832733,0.000532798,0.003374855,0.0002027168,0.008250445],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1616911,"threshold_uncertainty_score":0.722494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05356806070746037,"score_gpt":0.3421895579025017,"score_spread":0.2886214971950414,"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."}}