{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009016529,0.0001869568,0.0002838206,0.001408184,0.0006384733,0.001977179,0.0003191899,0.0008490741,0.006898982],"category_scores_gemma":[0.005510952,0.0003045221,0.0007091205,0.001459264,0.0005918184,0.00129354,0.0006356836,0.001042559,0.0007901912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005103634,"about_ca_system_score_gemma":0.0002577512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01146031,"about_ca_topic_score_gemma":0.01810548,"domain_scores_codex":[0.9994597,0.0002529447,0.00004124383,0.000066732,0.0001027981,0.00007663926],"domain_scores_gemma":[0.9906384,0.005404734,0.001884413,0.000250164,0.0004977792,0.001324486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007277555,0.0004650966,0.9943286,0.00001206832,0.00005697073,0.0001201236,0.001301878,0.00009295316,0.0004366621,0.0001113712,0.00006070537,0.002285931],"study_design_scores_gemma":[0.000005032849,0.0001599435,0.9970439,0.000006028762,0.00001829858,0.00009130211,0.002184005,0.0002737406,0.00004308798,0.00007470831,0.00009289269,0.000006960264],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989268,0.00007438643,0.00001251698,0.00002279458,0.000002124274,0.000002814619,0.0000343459,8.703864e-7,0.000923185],"genre_scores_gemma":[0.9993687,0.00004029405,0.00001937093,0.00001737944,0.000004398149,0.000002769276,0.00005185031,0.000002371146,0.0004927995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01146031,"threshold_uncertainty_score":0.02307934,"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."}}