{"id":"W4221146878","doi":"10.3390/ijerph19127310","title":"Effective and Acceptable Eco-Driving Guidance for Human-Driving Vehicles: A Review","year":2022,"lang":"en","type":"review","venue":"International Journal of Environmental Research and Public Health","topic":"Vehicle emissions and performance","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Key Research and Development Program of China; Government of Jiangsu Province; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China","keywords":"Human factors and ergonomics; Poison control; Injury prevention; Suicide prevention; Safe driving; Occupational safety and health; Self driving; Psychology; Transport engineering; Automotive engineering; Medical emergency; Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003485753,0.0001985202,0.0007002394,0.0003597503,0.0003145509,0.000133408,0.0004664879,0.00007128229,0.0004948876],"category_scores_gemma":[0.000202779,0.0001684217,0.0001492613,0.0001210954,0.00009068764,0.0002902258,0.0002665154,0.0009534969,0.000003229052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009410289,"about_ca_system_score_gemma":0.000213888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009368575,"about_ca_topic_score_gemma":0.000005355922,"domain_scores_codex":[0.9976329,0.0002600299,0.000740884,0.000205743,0.0007167056,0.0004437307],"domain_scores_gemma":[0.9984556,0.0006845109,0.0002816075,0.0001276878,0.00004224776,0.0004083807],"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":[0.000002097972,0.00006029551,0.0001200399,0.007124508,0.0001383982,0.00000844371,0.00004825745,0.000002762939,0.000003827614,0.00003781977,0.002696107,0.9897574],"study_design_scores_gemma":[0.0002143301,0.0003045186,0.0002832847,0.01150726,0.00001279866,0.0002210604,0.00005392446,0.0001110647,5.09067e-7,0.00005390575,0.9871113,0.000126105],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008059506,0.9975446,0.0001187824,0.000331772,0.0002082337,0.0006651683,0.00009598333,0.000009078045,0.0002203853],"genre_scores_gemma":[0.002411699,0.9965954,0.0002214577,0.00007870792,0.000337458,0.0001330379,0.00004317705,0.00004139046,0.0001377062],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9896314,"threshold_uncertainty_score":0.6868038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09477580892126801,"score_gpt":0.4245972702585725,"score_spread":0.3298214613373044,"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."}}