{"id":"W2118645159","doi":"10.2967/jnmt.107.049197","title":"Assessment of Multiple Intravenous Pumps Infusing into a Single Site","year":2008,"lang":"en","type":"article","venue":"Journal of Nuclear Medicine Technology","topic":"Intravenous Infusion Technology and Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"Hospital for Sick Children","keywords":"Single use; Medicine; Infusion pump; Anesthesia; Engineering; Process engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004103319,0.0001728212,0.0006298082,0.00098831,0.00009576797,0.000001894377,0.0003659149,0.0004049899,0.0001187442],"category_scores_gemma":[0.000372987,0.0001457725,0.00007199217,0.00057806,0.0006605178,0.00008182661,0.00007580299,0.0009046354,0.000009378361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000198219,"about_ca_system_score_gemma":0.00007080656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001644561,"about_ca_topic_score_gemma":0.000008791624,"domain_scores_codex":[0.9984671,0.00002501403,0.0008359189,0.0001079311,0.0003040785,0.0002599265],"domain_scores_gemma":[0.998897,0.00006738112,0.0003281426,0.0002902507,0.0003376117,0.00007961462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001074337,0.0005589306,0.00675754,0.0001963112,0.000376033,0.001418623,0.005239093,0.004152311,0.9109618,0.008092808,0.009049002,0.05309009],"study_design_scores_gemma":[0.0326619,0.04806624,0.07114802,0.004733939,0.001154957,0.07973105,0.02663017,0.1158296,0.1168563,0.08843638,0.4111631,0.003588371],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989006,0.0006751927,0.002875483,0.001719012,0.0005232784,0.00009438967,0.0000014743,0.0002989449,0.004806165],"genre_scores_gemma":[0.9843612,0.0005236985,0.01484594,0.0001034283,0.0001183843,7.860835e-7,9.330398e-7,0.00003791437,0.000007748513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7941055,"threshold_uncertainty_score":0.594443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01002840975438143,"score_gpt":0.2275874409282735,"score_spread":0.2175590311738921,"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."}}