{"id":"W4391597416","doi":"10.32920/25164554.v1","title":"Digital Innovation for Sustainable Fashion: Virtual Fitting Rooms as a Strategy to Minimize Waste and E-commerce Returns","year":2024,"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":"Sustainability; Sizing; Business; Customer satisfaction; Marketing; Environmental economics; Computer science; Economics","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0004220545,0.000479703,0.0004959301,0.0007394563,0.0002490795,0.003637046,0.0002871673,0.0002153479,0.00007102588],"category_scores_gemma":[0.0005827711,0.0004512683,0.0001226482,0.0007970237,0.00005267468,0.0007692216,0.004260689,0.0004531813,0.0001164397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009111026,"about_ca_system_score_gemma":0.00008809363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002573479,"about_ca_topic_score_gemma":0.0001327472,"domain_scores_codex":[0.9977206,0.00000565389,0.000625792,0.0008404174,0.0002885273,0.0005190205],"domain_scores_gemma":[0.9984737,0.0001046049,0.0002521277,0.0003560924,0.0007934053,0.00002006601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003277849,0.0001897267,0.0645137,0.008060834,0.0006275382,0.0001737511,0.0007644786,0.0001836346,0.0002045021,0.3304934,0.02152157,0.5729391],"study_design_scores_gemma":[0.008315705,0.0008066972,0.04419319,0.005365429,0.005258073,0.0000586867,0.4279882,0.02817214,0.0002673724,0.09033554,0.3764595,0.01277948],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9378919,0.0001730806,0.0008862793,0.003063666,0.0004877237,0.001766137,0.0000220766,0.000357212,0.05535195],"genre_scores_gemma":[0.9484602,0.000005569335,0.0002153239,0.0003837896,0.0005427964,0.0004008872,0.0001762078,0.00008433838,0.04973094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5601596,"threshold_uncertainty_score":0.9997939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03264390986629446,"score_gpt":0.2820911325524002,"score_spread":0.2494472226861058,"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."}}