{"id":"W4311844930","doi":"10.32920/21689102","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); Marketing; Business; Psychology; Online and offline; Product category; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009128454,0.0003904397,0.0003376115,0.001503936,0.001665107,0.0009092725,0.0003501684,0.0005871642,0.002110212],"category_scores_gemma":[0.001376038,0.0004011258,0.0005227383,0.003262327,0.0007488956,0.000675991,0.0007593073,0.0006178183,0.0002247243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001686724,"about_ca_system_score_gemma":0.001329827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1170423,"about_ca_topic_score_gemma":0.1550237,"domain_scores_codex":[0.9995896,0.0001116151,0.00003810167,0.0000727953,0.00007376114,0.0001141009],"domain_scores_gemma":[0.9987489,0.0003062073,0.000263471,0.00009156402,0.0002262221,0.0003635615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001931459,0.0004383104,0.9080098,0.00006894669,0.00007606525,0.001422349,0.07628184,0.0001169935,0.003374796,0.0002462149,0.0003153306,0.009456215],"study_design_scores_gemma":[0.00001637534,0.0003030771,0.9608136,0.00001460411,0.0000301365,0.0001815035,0.03703598,0.0003298882,0.0003865346,0.00003046587,0.0008382661,0.00001954723],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995986,0.0000173072,0.00001109417,0.00002131465,7.581233e-7,0.000005782371,0.00001658202,3.383409e-7,0.0003284676],"genre_scores_gemma":[0.9990797,0.00005661723,0.00005796169,0.00004830118,0.000002500062,0.00001775146,0.00008661267,0.000001307168,0.0006491952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1170423,"threshold_uncertainty_score":0.2327221,"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."}}