{"id":"W4311844928","doi":"10.32920/21689102.v1","title":"A study of apparel consumer behaviour in China and Taiwan","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Consumer Retail Behavior Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Toronto Metropolitan University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Clothing; China; Advertising; Product (mathematics); Business; Psychology; Marketing; Product category; Online and offline; Geography; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003917398,0.0003414651,0.0006595141,0.0006161188,0.0001171278,0.0001300924,0.0003588931,0.00008429507,0.0008146176],"category_scores_gemma":[0.00004419281,0.0003353673,0.00007710681,0.0003207705,0.00008322492,0.0001596876,0.005424232,0.0006028215,0.000009920494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003939113,"about_ca_system_score_gemma":0.00002898585,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0225348,"about_ca_topic_score_gemma":0.01640265,"domain_scores_codex":[0.9981908,0.00002770051,0.0005502033,0.0006104698,0.0003782329,0.0002426586],"domain_scores_gemma":[0.9990339,0.0000185648,0.0003601796,0.0005039849,0.00007453038,0.000008790619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002004422,0.0007559074,0.9926636,0.000200674,0.0000665579,0.00005763156,0.0006207962,0.000005877997,0.000004389137,0.000226945,0.0001543637,0.005223214],"study_design_scores_gemma":[0.0009686811,0.00001741797,0.9880872,0.00004218624,0.000366785,0.000001009551,0.009181243,0.0000409043,4.789009e-7,0.00008993351,0.0008602673,0.0003438627],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896918,0.0006069436,0.000001653195,0.0001627956,0.000350951,0.00136335,0.00001115004,0.00008834822,0.007723006],"genre_scores_gemma":[0.9990052,0.00002244979,0.00003101043,0.00002601711,0.00002613322,0.000372516,0.00002726906,0.00003839484,0.0004510066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009313401,"threshold_uncertainty_score":0.9999098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03458290776050458,"score_gpt":0.2811383410519139,"score_spread":0.2465554332914093,"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."}}