{"id":"W4230178835","doi":"10.11159/newtech18","title":"Proceedings of the 4th World Congress on New Technologies","year":2018,"lang":"en","type":"paratext","venue":"Proceedings of the World Congress on New Technologies","topic":"Intravenous Infusion Technology and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Engineering ethics; Political science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","open_science","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0003911981,0.00146673,0.001838457,0.00225739,0.0005057498,0.0001639852,0.008736068,0.002259483,0.0002338306],"category_scores_gemma":[0.0009666694,0.0009474026,0.0006326015,0.00383251,0.003272438,0.0002648219,0.002376488,0.004238106,0.0002832248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003679634,"about_ca_system_score_gemma":0.0002038036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003705247,"about_ca_topic_score_gemma":0.0001275647,"domain_scores_codex":[0.9950325,0.000007536647,0.001465701,0.001158912,0.001061674,0.001273631],"domain_scores_gemma":[0.9960645,0.0002224018,0.001716803,0.001290901,0.0006288068,0.00007658311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001898814,0.0001003217,0.0003114625,0.0007412673,0.000406566,0.000001150461,0.00007780828,0.00005415801,0.006341466,0.04593913,0.9230737,0.02276307],"study_design_scores_gemma":[0.0005604547,0.0002701186,0.0000508546,0.004128335,0.0001362195,0.0000142496,0.0007654871,0.00005704805,0.6263109,0.01461737,0.3523303,0.0007586459],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08876573,0.006396559,0.000008568862,0.033167,0.03064763,0.007046906,0.0004206956,0.01950315,0.8140438],"genre_scores_gemma":[0.4043023,0.003136394,0.001353696,0.0002003929,0.0003791623,0.000296596,0.0000067168,0.0003617931,0.589963],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6199695,"threshold_uncertainty_score":0.9998082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0117347769534564,"score_gpt":0.2297714533125466,"score_spread":0.2180366763590902,"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."}}