{"id":"W4389540836","doi":"10.17118/11143/21171","title":"Characterizing driving behavior and link to fuel consumption foruniversity campus shuttle minibuses","year":2023,"lang":"en","type":"article","venue":"","topic":"Vehicle emissions and performance","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Fuel efficiency; Link (geometry); Energy consumption; Computer science; Transport engineering; Environmental science; Engineering; Computer network; Automotive engineering; Electrical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001315938,0.0003389809,0.0001230177,0.0006659041,0.0001526367,0.0002337854,0.00009473513,0.0001329254,0.001044923],"category_scores_gemma":[0.0006003662,0.00006886997,0.0001259276,0.0003695829,0.00006835602,0.000162249,0.0001364951,0.0001099629,0.0002103126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001616074,"about_ca_system_score_gemma":0.0001226683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005335811,"about_ca_topic_score_gemma":0.007625134,"domain_scores_codex":[0.9998788,0.00001575702,0.00000839384,0.00002182175,0.00005344966,0.00002191533],"domain_scores_gemma":[0.9995868,0.0001144751,0.00008762193,0.0000210269,0.0001590027,0.00003115503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006095053,0.0004612636,0.8550988,0.0001102521,0.0001544237,0.0002125222,0.0002465755,0.01380155,0.06971879,0.00009000344,0.0004286028,0.05906754],"study_design_scores_gemma":[0.000004896675,0.0006151421,0.9410337,0.00000494486,0.00004031087,0.0001787173,0.0002908356,0.02694972,0.03029685,0.0000456528,0.0005169228,0.00002214109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992243,0.00001324552,0.0004231377,0.000003018903,9.650449e-7,0.000004619524,0.000106005,0.00002123789,0.0002033945],"genre_scores_gemma":[0.9991409,0.00001167486,0.0002789024,0.000001563872,9.585494e-7,0.000004244317,0.0003282808,0.000003392094,0.0002300623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005335811,"threshold_uncertainty_score":0.01060951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01921012325221574,"score_gpt":0.2385286972540689,"score_spread":0.2193185740018532,"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."}}