{"id":"W4205153169","doi":"10.11159/rtese20","title":"Proceedings of the 4th International Conference of Recent Trends in Environmental Science and Engineering (RTESE'19)","year":2020,"lang":"en","type":"paratext","venue":"Proceedings of the International Conference of Recent Trends in Environmental Science and Engineering","topic":"Intravenous Infusion Technology and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Waterloo; Natural Sciences and Engineering Research Council of Canada; Queen's University; Canadian Water Network; Australian Government","keywords":"Engineering ethics; Computer science; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006789296,0.0003744226,0.0004859024,0.001071474,0.00007360493,0.00005870882,0.002049591,0.0002084065,0.0006647438],"category_scores_gemma":[0.0001873545,0.0003117061,0.00007425594,0.001129686,0.001419556,0.0005383487,0.001056696,0.0006768723,0.000001519489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007726262,"about_ca_system_score_gemma":0.00008117309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002972643,"about_ca_topic_score_gemma":0.000004695705,"domain_scores_codex":[0.9968815,0.000002670723,0.0007909726,0.0005316657,0.001392984,0.0004002496],"domain_scores_gemma":[0.9991965,0.00002636848,0.0003903333,0.0001342199,0.0001483834,0.0001041494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004539301,0.0001275607,0.004714439,0.0001963867,0.0000606402,6.051105e-7,0.001474006,0.002115161,0.9569235,0.003263475,0.0003278564,0.03075092],"study_design_scores_gemma":[0.001421656,0.0002479989,0.1010279,0.001603315,0.00006201187,0.00006704958,0.002087528,0.1476405,0.7299316,0.0001795457,0.01473554,0.0009953673],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710895,0.0002475992,0.00001144196,0.0009081058,0.001208343,0.000236468,0.0001989317,0.00002574992,0.02607382],"genre_scores_gemma":[0.9936337,0.005555739,0.0004436914,0.00001724529,0.00003389932,0.00002133596,0.000009911379,0.00002399971,0.0002604592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2269919,"threshold_uncertainty_score":0.9999335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01931612695073459,"score_gpt":0.2251087958406968,"score_spread":0.2057926688899623,"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."}}