{"id":"W2724255155","doi":"10.1515/pthp-2017-0007","title":"Challenges and Opportunities in Drug Administration: The Twelve Tasks of Infusorix!","year":2017,"lang":"en","type":"article","venue":"Pharmaceutical Technology in Hospital Pharmacy","topic":"Intravenous Infusion Technology and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Traceability; Drug administration; Medicine; Patient safety; Food and drug administration; Drug; Risk analysis (engineering); Medical emergency; Engineering; Pharmacology; Political science; Health care; Software engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0004091508,0.0002094457,0.0003030174,0.0002778208,0.0001409339,0.00001781977,0.0007067994,0.0002001258,0.00004246947],"category_scores_gemma":[0.0001137959,0.0001812229,0.00003791395,0.00009304102,0.001223466,0.0002044605,0.0002448623,0.0009996296,0.000007079923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003602794,"about_ca_system_score_gemma":0.00003072661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001126487,"about_ca_topic_score_gemma":0.00004246867,"domain_scores_codex":[0.9988165,0.0000326804,0.0004230547,0.0002358233,0.000117882,0.0003740827],"domain_scores_gemma":[0.9992341,0.0001031624,0.00008456856,0.000489162,0.00003614154,0.00005288353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008836154,0.0003792415,0.007576155,0.000223161,0.00009328742,0.0003793106,0.001308114,0.00003529332,0.001531134,0.3149642,0.0002389537,0.6731828],"study_design_scores_gemma":[0.01045323,0.0006751746,0.0517683,0.0005160001,0.0001713141,0.0003999395,0.0066144,0.02169805,0.5445405,0.2274059,0.1337169,0.002040322],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9260397,0.01064381,0.00001443604,0.04521996,0.0004648518,0.0004345337,0.00001209216,0.0003077185,0.01686288],"genre_scores_gemma":[0.9636245,0.03606785,0.00007488355,0.00006693985,0.00003365903,0.00008772938,0.000001502163,0.00001916993,0.00002377668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6711425,"threshold_uncertainty_score":0.7390057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0609909886480499,"score_gpt":0.3329817916360281,"score_spread":0.2719908029879782,"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."}}