{"id":"W2128372215","doi":"10.5539/ach.v4n2p69","title":"An Empirical Analysis of Consumer Product Evaluation from an Ethnic Subcultural Perspective","year":2012,"lang":"en","type":"article","venue":"Asian Culture and History","topic":"Consumer Behavior in Brand Consumption and Identification","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ethnic group; Malay; Product (mathematics); Mobile phone; Perspective (graphical); Advertising; Phone; Exploratory factor analysis; Psychology; Variance (accounting); Marketing; Value (mathematics); Sociology; Social psychology; Business; Computer science; Statistics; Service (business); Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003305974,0.0001314642,0.0002086329,0.0002518333,0.0001101687,0.00004962154,0.0001059886,0.00007609966,0.001128433],"category_scores_gemma":[0.00003858766,0.0001122845,0.00009030783,0.0003481897,0.0001217214,0.001582728,0.0000169331,0.0001087634,0.00004192925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001357501,"about_ca_system_score_gemma":0.0000257878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00139197,"about_ca_topic_score_gemma":0.001562902,"domain_scores_codex":[0.9990219,0.00005754555,0.0002097887,0.0003061905,0.0002647176,0.0001398785],"domain_scores_gemma":[0.9990385,0.000006035587,0.0001840667,0.0002866735,0.0004491995,0.00003553473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001329408,0.001010923,0.6976526,0.00003867583,0.0007533536,9.62095e-7,0.03500201,0.000003419093,0.02461543,0.00377302,0.01628575,0.220731],"study_design_scores_gemma":[0.0002536388,0.000003564279,0.9331567,0.000004858498,0.002859189,4.545045e-7,0.004460287,0.0002967303,0.00003010851,0.00006918135,0.05869729,0.0001680512],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837974,0.01143427,0.00001429385,0.000191622,0.0004257701,0.0002250305,0.00001010217,0.00005800046,0.003843551],"genre_scores_gemma":[0.9984587,0.00004349615,0.00005796193,0.0002844569,0.0003569085,0.00002431698,0.0004982292,0.000008993812,0.0002669644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2355041,"threshold_uncertainty_score":0.9997846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08515007539233216,"score_gpt":0.3524823248825758,"score_spread":0.2673322494902436,"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."}}