{"id":"W2999585159","doi":"10.1061/9780784480915.522","title":"Review and Discussion on Driving Workload Quantification in Traffic Safety","year":2018,"lang":"en","type":"article","venue":"CICTP 2017","topic":"Advanced Sensor and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Guangxi University; National Natural Science Foundation of China; University of Saskatchewan","keywords":"Workload; Computer science; Task (project management); Quantitative assessment; Simulation; Reliability engineering; Engineering; Systems 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":[],"consensus_categories":[],"category_scores_codex":[0.001708606,0.0008450191,0.001374928,0.003824427,0.0004068654,0.001638213,0.001193404,0.001296239,0.003607353],"category_scores_gemma":[0.003616116,0.0003465156,0.0009658438,0.005008514,0.0006276413,0.002320802,0.0007788141,0.000901835,0.001200395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000796995,"about_ca_system_score_gemma":0.002915922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002384181,"about_ca_topic_score_gemma":0.002564072,"domain_scores_codex":[0.9990356,0.0002469427,0.0002429885,0.0001753813,0.0002488334,0.00005040078],"domain_scores_gemma":[0.9971559,0.001686505,0.0003037908,0.0000536853,0.000725893,0.000074175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001848245,0.00007527898,0.00108475,0.1134459,0.0003236728,0.0003742123,0.0004486355,0.0007427693,0.001655571,0.006784339,0.04439419,0.8304858],"study_design_scores_gemma":[0.00002333021,0.0002382722,0.005364986,0.03962396,0.001109527,0.001575722,0.0006806983,0.0004386251,0.001182205,0.004499276,0.9451846,0.00007885255],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002716621,0.9973678,0.0003539904,0.0004965956,0.0004731502,0.000007525521,0.00004231283,0.000005483937,0.0009815724],"genre_scores_gemma":[0.002673663,0.9954447,0.000362197,0.0004329535,0.0006574973,0.00001470932,0.00007172926,0.000003128321,0.000339492],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003824427,"threshold_uncertainty_score":0.01206785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01526182361420492,"score_gpt":0.2606151796694217,"score_spread":0.2453533560552167,"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."}}