{"id":"W4410438730","doi":"10.28924/2291-8639-23-2025-116","title":"Innovation Acceptance and Usage Behavior of Smart Electric Vehicle Applications","year":2025,"lang":"en","type":"article","venue":"International Journal of Analysis and Applications","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mahasarakham University","keywords":"Electric vehicle; Business; Mathematics; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.003664503,0.000260051,0.00025861,0.001247364,0.0003194182,0.001339765,0.0002747817,0.000658446,0.002641167],"category_scores_gemma":[0.01785605,0.0001866131,0.0007488193,0.0007679228,0.0003965843,0.001090862,0.0005517577,0.0007307669,0.000424945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004566584,"about_ca_system_score_gemma":0.0004621692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001735191,"about_ca_topic_score_gemma":0.0015532,"domain_scores_codex":[0.9978099,0.0009850105,0.0002224336,0.0001314489,0.000624397,0.0002267796],"domain_scores_gemma":[0.979882,0.01202636,0.003714926,0.0005780187,0.002900896,0.0008978542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003486625,0.001191354,0.9655269,0.00008198102,0.00008486148,0.0001852598,0.006839552,0.0006462655,0.001934401,0.0003447316,0.000136432,0.02267954],"study_design_scores_gemma":[0.00002187153,0.002191484,0.9793003,0.00005367975,0.0001033485,0.0003096885,0.007927937,0.007106916,0.001552815,0.0002395487,0.001148914,0.00004346554],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987539,0.00003132586,0.0001532411,0.00002776604,0.000001975809,0.00002015076,0.00001931204,0.000004510534,0.0009878223],"genre_scores_gemma":[0.9990922,0.00004218312,0.00018489,0.00001191011,0.000002626873,0.00003058734,0.00004236417,0.000002200502,0.0005911532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003664503,"threshold_uncertainty_score":0.01938003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03747759042398706,"score_gpt":0.397379928727954,"score_spread":0.359902338303967,"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."}}