{"id":"W6912009091","doi":"10.5281/zenodo.15097642","title":"Pre-filled Syringes: Revolutionizing Drug Delivery for Safety, Compliance, and Innovation in Canada","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":"Healthcare system; Health care; Healthcare delivery; Patient safety; Focus (optics); Production (economics); Drug delivery; Drug","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001149597,0.0001174482,0.000193065,0.0004505886,0.00278192,0.00006964276,0.0003562477,0.00005450725,0.0006855902],"category_scores_gemma":[0.001975999,0.000131142,0.00001516902,0.001183741,0.00006139677,0.0001403345,0.0006297029,0.0003533612,0.000165789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008603657,"about_ca_system_score_gemma":0.0001991461,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04068723,"about_ca_topic_score_gemma":0.01316348,"domain_scores_codex":[0.9981695,0.0002948315,0.0005585645,0.0003361337,0.0001963974,0.0004445263],"domain_scores_gemma":[0.9983455,0.0003122265,0.0001701755,0.0002389655,0.0008668424,0.00006630792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001582365,0.0001698967,0.007415409,0.003253437,0.0001429194,0.00001418466,0.006553635,0.0005262048,0.002532707,0.06307541,0.7591755,0.1555583],"study_design_scores_gemma":[0.002158356,0.00003664059,0.04131103,0.0009782809,0.00001527735,0.000004473213,0.002604716,0.004538043,0.00005446424,0.0005466481,0.9475704,0.0001817046],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8521805,0.000421789,0.01820242,0.005733993,0.001015407,0.003380855,0.0004566791,0.0006621149,0.1179462],"genre_scores_gemma":[0.9939196,0.0001407846,0.0008280402,0.0006391886,0.000100889,5.387884e-7,0.0007148962,0.0004129615,0.003243149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1883949,"threshold_uncertainty_score":0.9985163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05977946216544369,"score_gpt":0.3266171123362239,"score_spread":0.2668376501707802,"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."}}