{"id":"W4410999049","doi":"10.1155/atr/4793525","title":"A Meta‐Analysis of Influencers of Automobile Purchase Intention of Customers and Evolution of the Automobile Consumer Behavior From TCB","year":2025,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Consumer Retail Behavior Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Influencer marketing; Advertising; Automotive industry; Consumer behaviour; Business; Marketing; Engineering","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":[0.02062366,0.001701888,0.007693065,0.007988781,0.0008886775,0.003884196,0.001634843,0.002032049,0.003564727],"category_scores_gemma":[0.06733041,0.000975179,0.03285174,0.009946227,0.000789052,0.001875461,0.001316278,0.001969229,0.0003942619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00223605,"about_ca_system_score_gemma":0.003985668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00814863,"about_ca_topic_score_gemma":0.01384115,"domain_scores_codex":[0.9835728,0.007968173,0.004355095,0.001786607,0.001892879,0.000424486],"domain_scores_gemma":[0.9232105,0.06045181,0.007276194,0.00349485,0.004890254,0.0006763865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00194456,0.00007015196,0.03091606,0.1506643,0.7981751,0.0003063402,0.0003757839,0.0003106871,0.0003503654,0.0003553173,0.001037916,0.01549341],"study_design_scores_gemma":[0.0002476019,0.0002308051,0.01861633,0.01276283,0.9651182,0.0001257532,0.0001243642,0.0001679589,0.0001974143,0.0003377713,0.002046438,0.00002454316],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03997569,0.9520819,0.002462756,0.0008366418,0.0006323621,0.0005129013,0.002120392,0.00004590209,0.001331493],"genre_scores_gemma":[0.6471348,0.3395495,0.004973778,0.001688683,0.0005686203,0.002033263,0.002928245,0.00009562189,0.001027568],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02062366,"threshold_uncertainty_score":0.1090697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01888843906666175,"score_gpt":0.2701747064918615,"score_spread":0.2512862674251998,"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."}}