{"id":"W4377724785","doi":"10.2139/ssrn.4451618","title":"Product Variety and Customer Behaviour in Online Fast Fashion Retailing","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Consumer Retail Behavior Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Business; Variety (cybernetics); Advertising; Product (mathematics); Marketing; Fast fashion; Consumer behaviour; Commerce; Clothing; Computer science; Mathematics; History","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":[0.001572689,0.0002068784,0.0002467032,0.0005130527,0.0002811836,0.0001829887,0.0001944562,0.00005334402,0.00002193257],"category_scores_gemma":[0.0001127446,0.0001896256,0.00007225645,0.0009450542,0.00005564114,0.0006734924,0.0002163969,0.001435765,0.0001330622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002323024,"about_ca_system_score_gemma":0.0002031795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002673301,"about_ca_topic_score_gemma":0.01064996,"domain_scores_codex":[0.9973894,0.00001929822,0.0003432959,0.0003214039,0.0002840504,0.001642545],"domain_scores_gemma":[0.9995185,0.00001934209,0.0001704498,0.0001571362,0.0001198036,0.0000148424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001881254,0.00005800225,0.8991548,0.00002005277,0.0000338604,0.00002167295,0.00005931413,0.000004926398,0.0003632765,0.004994678,0.00005343097,0.09521718],"study_design_scores_gemma":[0.001227194,0.00003085343,0.9845107,0.00006389296,0.0001913006,0.0001214161,0.006348712,0.0003860724,0.000005954558,0.003415978,0.003255693,0.0004422057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964692,0.0009946307,0.00002816831,0.001653393,0.0002428865,0.0001800182,0.000001353662,0.0001196408,0.000310721],"genre_scores_gemma":[0.9972447,0.001210962,0.00001603718,0.00004920851,0.0003573612,0.000009229841,0.00001785434,0.00003761901,0.001057046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09477498,"threshold_uncertainty_score":0.7732707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01737133715961301,"score_gpt":0.253261363340691,"score_spread":0.235890026181078,"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."}}