{"id":"W4407636879","doi":"10.1016/j.trd.2025.104633","title":"Differences in Canadian consumers’ awareness and preferences for zero-emissions vehicles from 2013 to 2023","year":2025,"lang":"en","type":"article","venue":"Transportation Research Part D Transport and Environment","topic":"Electric Vehicles and Infrastructure","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Social Sciences and Humanities Research Council; Natural Resources Canada; Social Sciences and Humanities Research Council of Canada; Mitacs; SFU Community Trust Endowment Fund; Simon Fraser University; Pacific Institute for Climate Solutions","keywords":"Zero emission; Greenhouse gas; Business; Natural resource economics; Environmental science; Environmental economics; Engineering; Economics; Waste management; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0008474414,0.0002578982,0.0002667928,0.00121007,0.001977794,0.00140123,0.0008232876,0.0004267738,0.005071354],"category_scores_gemma":[0.0024242,0.0002283224,0.0008959967,0.00276484,0.0006542977,0.0006234406,0.0006973968,0.0008323051,0.0003685429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01939151,"about_ca_system_score_gemma":0.01540026,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.993943,"about_ca_topic_score_gemma":0.9955066,"domain_scores_codex":[0.9993104,0.00002791952,0.00002063409,0.00008242143,0.0003328138,0.000225859],"domain_scores_gemma":[0.9973218,0.0001434075,0.0004005175,0.00007946209,0.001631378,0.0004233849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002459632,0.00006307196,0.9658486,0.00006438529,0.0001049289,0.0001015664,0.007069978,0.0002618996,0.0004056112,0.0005143205,0.006614293,0.01870533],"study_design_scores_gemma":[0.000002837051,0.0000147739,0.9935272,0.00001732754,0.00001393798,0.00002511723,0.003462942,0.0001560607,0.00008161727,0.00002427939,0.002657254,0.00001657799],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855872,0.0003713049,0.0001154902,0.0005027465,0.00001316782,0.0000251863,0.006003337,0.00001478187,0.007366829],"genre_scores_gemma":[0.9943996,0.0002590235,0.0001266028,0.0001315158,0.000004444276,0.00001376747,0.002846946,0.000006270183,0.002211834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01939151,"threshold_uncertainty_score":0.1406959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03018041662557903,"score_gpt":0.2704475943923807,"score_spread":0.2402671777668017,"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."}}