{"id":"W4404674147","doi":"10.46299/isg.2024.2.13","title":"Proceedings of the XIII International Scientific and Practical Conference","year":2024,"lang":"en","type":"paratext","venue":"","topic":"Transportation Systems and Safety","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Education and Science of Ukraine; Lviv Polytechnic National University; National Research Foundation; University of Toronto; National Research Foundation of Ukraine","keywords":"Computer science; Library science; Engineering ethics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00136843,0.001062415,0.0007309417,0.001679977,0.00121575,0.005019966,0.001503762,0.001817267,0.3081259],"category_scores_gemma":[0.001861258,0.0002285211,0.0007179566,0.00144363,0.0005558438,0.002301198,0.002280175,0.001873458,0.1614061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001313189,"about_ca_system_score_gemma":0.002143726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001529081,"about_ca_topic_score_gemma":0.002155044,"domain_scores_codex":[0.9991233,0.000141616,0.00005778373,0.0001569448,0.0003930958,0.0001273586],"domain_scores_gemma":[0.9986131,0.0001229502,0.00005187637,0.000135644,0.0006937938,0.0003826054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001408362,0.0001170065,0.0003751553,0.0004670555,0.00001905115,0.000218393,0.0001345116,0.0003193885,0.002152402,0.006564634,0.7668255,0.2226661],"study_design_scores_gemma":[0.000004601114,0.00002623755,0.0002968426,0.0001049607,0.00000534677,0.0001012577,0.00007347474,0.0001614094,0.0002774473,0.0007034566,0.9982402,0.000004903071],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004198899,0.04706341,0.0129493,0.01690294,0.09793721,0.0003077904,0.001767545,0.001390758,0.8174822],"genre_scores_gemma":[0.01532204,0.01983089,0.006487731,0.001588568,0.009950563,0.0001844927,0.002967371,0.00043731,0.943231],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3081259,"threshold_uncertainty_score":0.9868745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03359416469528417,"score_gpt":0.2956141007104197,"score_spread":0.2620199360151356,"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."}}