{"id":"W4255082306","doi":"10.11159/newtech17","title":"Proceedings of the 2nd World Congress on New Technologies","year":2017,"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":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.0003918146,0.001463017,0.001949099,0.002029001,0.0007606436,0.0002512655,0.01110331,0.002303433,0.0001580357],"category_scores_gemma":[0.001295421,0.0009556538,0.0006749298,0.002021557,0.003127018,0.000324986,0.002635715,0.004809667,0.0001716412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003367889,"about_ca_system_score_gemma":0.0002154807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004880907,"about_ca_topic_score_gemma":0.0001530255,"domain_scores_codex":[0.9952239,0.00000655154,0.001364079,0.001136967,0.001030298,0.001238136],"domain_scores_gemma":[0.9952682,0.0002140168,0.002230968,0.001689506,0.0005209362,0.00007634903],"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":[0.0001804923,0.00009706617,0.0003821118,0.0008527635,0.0004385657,0.000001986602,0.0000641575,0.00007766773,0.006653323,0.05269011,0.8956538,0.04290798],"study_design_scores_gemma":[0.0006096899,0.000179139,0.00008338557,0.004652748,0.0001406839,0.00001499283,0.0005730648,0.00004566633,0.5931956,0.0149266,0.3848182,0.0007602298],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05524777,0.007272223,0.000004543137,0.03786272,0.02677164,0.006142367,0.0003957579,0.0138989,0.8524041],"genre_scores_gemma":[0.4406178,0.003568522,0.0007503487,0.0001106596,0.0002384358,0.0002526292,0.00000523226,0.0002817651,0.5541746],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5865423,"threshold_uncertainty_score":0.9998119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01377872359726828,"score_gpt":0.2382777760993045,"score_spread":0.2244990525020363,"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."}}