{"id":"W6904770570","doi":"10.14288/1.0446344","title":"[Time roll of operating department]","year":2024,"lang":"en","type":"article","venue":"Open Collections","topic":"Railway Systems and Energy Efficiency","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Process (computing); Welding","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008742751,0.00006042932,0.0001001389,0.00004261907,0.0003008633,0.0004576188,0.0001163608,0.00002735239,0.0006331676],"category_scores_gemma":[0.000007302046,0.00005587806,0.00003361977,0.0006591561,0.00001066679,0.0001292806,0.00003006699,0.00004828831,0.00004903608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004053066,"about_ca_system_score_gemma":0.00003561401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006783013,"about_ca_topic_score_gemma":0.0001694687,"domain_scores_codex":[0.9995957,0.00001005256,0.0001471918,0.00009166835,0.00005571809,0.00009964185],"domain_scores_gemma":[0.9998209,0.0000264387,0.000005987214,0.0001019623,0.00001655399,0.00002811307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001146404,0.00002663197,0.000003401741,0.00005343669,0.00009463602,0.000006056311,0.0002687202,0.4255473,0.005552327,0.0004239177,0.5670035,0.001018918],"study_design_scores_gemma":[0.000140244,0.00005505346,0.00001547625,0.0001063079,0.00001848301,0.0000238297,0.000107356,0.6576402,0.004430047,0.00009727453,0.3372151,0.0001506328],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007005632,0.0004429143,0.0011205,0.00001884963,0.0006404591,0.0001930382,0.00002362061,0.0001877419,0.9903672],"genre_scores_gemma":[0.6738015,0.00002331541,0.0008285936,0.000006146928,0.00008974801,0.0001128056,0.000007036306,0.00002886758,0.3251019],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6667959,"threshold_uncertainty_score":0.6932741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008172867012133378,"score_gpt":0.2218323548870802,"score_spread":0.2136594878749468,"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."}}