{"id":"W4386069328","doi":"10.1111/ijcs.12980","title":"Consumer behavior research in the 21st century: Clusters, themes, and future research agenda","year":2023,"lang":"en","type":"article","venue":"International Journal of Consumer Studies","topic":"Consumer Behavior in Brand Consumption and Identification","field":"Business, Management and Accounting","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Jilin University","keywords":"Consumer behaviour; Consumer research; Consumption (sociology); Experiential learning; Citation; Sociology; Marketing; Psychology; Business; Social science; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01417786,0.000250973,0.0008266959,0.0180921,0.002631714,0.009376494,0.0009761769,0.0008958303,0.002944933],"category_scores_gemma":[0.01713408,0.0002030123,0.0004747119,0.03520327,0.004029647,0.008042373,0.003785051,0.00102223,0.000257791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006086227,"about_ca_system_score_gemma":0.008595959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01026103,"about_ca_topic_score_gemma":0.009825267,"domain_scores_codex":[0.9941129,0.001979447,0.0004665068,0.0007381992,0.001977568,0.0007253567],"domain_scores_gemma":[0.9713261,0.01407174,0.003475355,0.001461404,0.008207949,0.001457518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002556829,0.0001834876,0.3671016,0.003816029,0.00025081,0.0004534035,0.1417419,0.001059251,0.002441304,0.1290406,0.00930802,0.3443478],"study_design_scores_gemma":[0.00001875121,0.0001757552,0.436595,0.002880058,0.0001280761,0.0006384547,0.359091,0.003125387,0.001007848,0.09421242,0.1020152,0.0001119767],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.8507205,0.04631278,0.009088003,0.050271,0.0006382007,0.0003542487,0.001316219,0.000145941,0.04115308],"genre_scores_gemma":[0.9814852,0.009943741,0.005228795,0.0006568157,0.0002711616,0.0001607485,0.0004930466,0.00002760502,0.001732842],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0180921,"threshold_uncertainty_score":0.07498056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2482865870043615,"score_gpt":0.4481245807945891,"score_spread":0.1998379937902277,"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."}}