{"id":"W4416612111","doi":"10.1016/j.erss.2025.104450","title":"“Electric vehicles do not work in the winter”: Exploring the role of misperceptions and socio-psychological factors in zero-emission vehicle adoption","year":2025,"lang":"en","type":"article","venue":"Energy Research & Social Science","topic":"Electric Vehicles and Infrastructure","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Regina","funders":"SaskPower; University of Regina","keywords":"Theory of planned behavior; Electrification; Work (physics); Multilevel model; Sample (material); Control (management); Electric vehicle; Empirical evidence; Scale (ratio)","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":[0.003495404,0.000214713,0.0002543675,0.0004984311,0.0006844279,0.001586532,0.0004904159,0.0004074632,0.0006694777],"category_scores_gemma":[0.007800443,0.0002126841,0.0004556698,0.0004718144,0.001115342,0.000817123,0.0009687117,0.000948714,0.00006479221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001871381,"about_ca_system_score_gemma":0.003247746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08634791,"about_ca_topic_score_gemma":0.1565187,"domain_scores_codex":[0.9986095,0.0006020427,0.00009256833,0.0001118128,0.0003675275,0.0002164204],"domain_scores_gemma":[0.9934373,0.00246931,0.002296572,0.0002678696,0.0009681752,0.0005607894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004735261,0.0001359263,0.9693582,0.00004488843,0.00005965757,0.0001213594,0.02010929,0.00006405831,0.0003645727,0.0002736635,0.00006698429,0.009353978],"study_design_scores_gemma":[0.000003375739,0.0001043457,0.9454544,0.00006931287,0.00005024296,0.00009015763,0.05275609,0.0003183655,0.0002905734,0.0001779018,0.0006724403,0.00001281938],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994543,0.00006448587,0.00006484726,0.00008389234,0.000002643918,0.00000445301,0.000007309593,3.922513e-7,0.0003176761],"genre_scores_gemma":[0.9995778,0.0001270748,0.00009146269,0.00005284058,0.000001698587,0.000003608151,0.00001663768,5.636072e-7,0.0001283265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08634791,"threshold_uncertainty_score":0.1716906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03876297530015522,"score_gpt":0.322310354152407,"score_spread":0.2835473788522518,"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."}}