{"id":"W4389047512","doi":"10.1108/jfmm-11-2022-0229","title":"Prioritising sustainable garment choice among high-volume fashion consumers","year":2023,"lang":"en","type":"article","venue":"Journal of Fashion Marketing and Management","topic":"Environmental Sustainability in Business","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Sustainability; Consumption (sociology); Purchasing; Business; Originality; Clothing; Marketing; Fast fashion; Sustainable consumption; Transparency (behavior); Consumer behaviour; Value (mathematics); Traceability; Qualitative research; Engineering","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"],"consensus_categories":[],"category_scores_codex":[0.003814185,0.0002721492,0.0003501515,0.0007579002,0.0004409438,0.0005430916,0.0002942699,0.00008188942,0.0001141412],"category_scores_gemma":[0.0004400894,0.0002661039,0.0001191522,0.0008237371,0.0001208522,0.001459591,0.0006788891,0.0002483664,0.00004895221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000284987,"about_ca_system_score_gemma":0.00001408008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001111472,"about_ca_topic_score_gemma":0.00001895593,"domain_scores_codex":[0.99759,0.00008381869,0.0006895432,0.0003395969,0.0006724746,0.0006245826],"domain_scores_gemma":[0.9986284,0.0001560633,0.0007089057,0.0002404453,0.0002156313,0.00005050087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001887258,0.0001962186,0.9354345,0.004295941,0.0001948395,0.0008776192,0.00008761677,0.0007739138,0.0001698017,0.003992134,0.01532416,0.03846452],"study_design_scores_gemma":[0.001104524,0.00002802864,0.9308357,0.0002673008,0.000171924,0.00001044432,0.00756342,0.000619462,0.000002570769,0.0001973065,0.05889945,0.0002998814],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932736,0.00005239581,0.0002904961,0.002148909,0.0005745111,0.0005108569,4.685233e-7,0.0001148097,0.00303397],"genre_scores_gemma":[0.9945459,0.0004518084,0.0003138568,0.0003735579,0.0004581063,0.00001613785,0.000008972062,0.00004288504,0.003788781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04357529,"threshold_uncertainty_score":0.9999791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007098375144259168,"score_gpt":0.2129902528191694,"score_spread":0.2058918776749102,"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."}}