{"id":"W6893404941","doi":"10.5281/zenodo.15115149","title":"Ampoules in Modern Pharmacy: Safeguarding Drug Integrity with Health Canada and FDA Compliance and Embracing Innovation","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":"Safeguarding; Adaptability; Ampoule; Compliance (psychology); Drug approval; Balance (ability)","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":[0.01217254,0.0004059951,0.0004576413,0.001265054,0.005830984,0.01130119,0.001059658,0.005061598,0.005848838],"category_scores_gemma":[0.01153584,0.0003555467,0.0004600971,0.001073628,0.02295416,0.009276459,0.006524495,0.005840756,0.001566347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01300934,"about_ca_system_score_gemma":0.02643104,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02419253,"about_ca_topic_score_gemma":0.0481637,"domain_scores_codex":[0.9878992,0.002720715,0.0004309007,0.0006298826,0.007319101,0.001000164],"domain_scores_gemma":[0.98919,0.003798328,0.001386078,0.001155764,0.002986059,0.001483787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001662704,0.0001506291,0.003028838,0.0009289649,0.00002104048,0.0008231193,0.01256354,0.0003934425,0.01064979,0.6437877,0.02849765,0.298989],"study_design_scores_gemma":[0.00002787277,0.0002796379,0.003507711,0.001232138,0.00002030607,0.0009529697,0.005893457,0.000400176,0.008403791,0.07261509,0.9065676,0.00009929537],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08512089,0.1093205,0.05336267,0.3182909,0.00395428,0.0003676707,0.0001171129,0.0007521785,0.4287138],"genre_scores_gemma":[0.6318784,0.07820621,0.093619,0.07629333,0.00205842,0.000210306,0.00007825324,0.0003518811,0.1173041],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9758075,"threshold_uncertainty_score":0.0943898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07899988758825893,"score_gpt":0.3670532222882144,"score_spread":0.2880533346999555,"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."}}