{"id":"W4241562804","doi":"10.32920/ryerson.14651499","title":"Understanding Online Fast Fashion Evaluative Cues Used By Generation Y and Z Consumers","year":2021,"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":"Toronto Metropolitan University","funders":"","keywords":"Clothing; Sample (material); IBM; Salient; Advertising; Population; Consumer behaviour; Marketing; Computer science; Business; Geography; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003134594,0.0004069086,0.0004766597,0.0002341426,0.0002890639,0.001004639,0.0001443269,0.000189032,0.0003880655],"category_scores_gemma":[0.0001056111,0.0003965107,0.0001013771,0.0001917058,0.0001465089,0.0005127115,0.001175601,0.0003663234,0.00001745892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001987929,"about_ca_system_score_gemma":0.0000567492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009214283,"about_ca_topic_score_gemma":0.008408642,"domain_scores_codex":[0.9981689,0.00003905219,0.0003809842,0.0007167614,0.0004325197,0.0002617388],"domain_scores_gemma":[0.9990759,0.00005424262,0.0003179077,0.0002839028,0.0002521076,0.00001596732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001561017,0.0001903438,0.9646929,0.0005051685,0.0005040143,0.00001713319,0.0007051806,0.00002330624,0.00940324,0.001968618,0.003588321,0.01838615],"study_design_scores_gemma":[0.01261672,0.0001031775,0.4220385,0.003024989,0.01387403,0.00002191252,0.2732768,0.2461861,0.001473197,0.001947757,0.01312735,0.0123094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986229,0.001117575,0.0073153,0.001353889,0.0007668197,0.0006175805,0.00003605328,0.000190081,0.002373719],"genre_scores_gemma":[0.9967808,0.0002799763,0.0003701936,0.0001776524,0.0001637973,0.00004594271,0.001555562,0.00004526061,0.0005808321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5426544,"threshold_uncertainty_score":0.9998487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2272952736774238,"score_gpt":0.3240008323875371,"score_spread":0.09670555871011324,"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."}}