{"id":"W2116963073","doi":"10.1002/mar.20256","title":"A structural look at consumer innovativeness and self‐congruence in new product purchases","year":2008,"lang":"en","type":"article","venue":"Psychology and Marketing","topic":"Consumer Behavior in Brand Consumption and Identification","field":"Business, Management and Accounting","cited_by":184,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Congruence (geometry); Structural equation modeling; Psychology; Purchasing; Product (mathematics); Set (abstract data type); Marketing; Consumer behaviour; Entertainment; Social psychology; Business; Computer science; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004434329,0.0001299788,0.0001490595,0.000212875,0.0002636194,0.00005313111,0.00008010688,0.00005418189,0.0002292464],"category_scores_gemma":[0.0001714224,0.0001277906,0.0000152129,0.0002757137,0.0001871758,0.0004133932,0.0001010858,0.0001227501,0.00002859487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009814186,"about_ca_system_score_gemma":0.00001876912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001764392,"about_ca_topic_score_gemma":0.00016247,"domain_scores_codex":[0.9990627,0.0000406266,0.0002392158,0.0003911566,0.00007499279,0.0001913773],"domain_scores_gemma":[0.9995758,0.00006874996,0.0001238798,0.0001471163,0.00006895609,0.00001550798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001417022,0.00002560477,0.8655372,0.00005209855,0.000008648618,0.00001281294,0.0001037059,1.087401e-7,0.001866501,0.0001871392,0.0009233797,0.1311411],"study_design_scores_gemma":[0.0008263775,0.000001530412,0.9770425,0.00003077973,0.00001684309,0.00007968585,0.00002926391,0.00004714005,0.00002617851,0.0001741399,0.02157131,0.000154279],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959721,0.001640141,0.000006096014,0.0008279752,0.0002878086,0.0002025645,8.740823e-7,0.00006331454,0.0009991339],"genre_scores_gemma":[0.9981176,0.0004260757,0.0001271795,0.0006163778,0.0001072987,0.00001525804,0.00001062404,0.000009649983,0.0005699473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1309869,"threshold_uncertainty_score":0.5211148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03830268279833603,"score_gpt":0.2874745668376447,"score_spread":0.2491718840393087,"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."}}