{"id":"W4246858640","doi":"10.32920/ryerson.14662533","title":"The Brickyards Journal Connecting Consumers To Sustainable Fashion Through Print Media","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Sustainable Urban and Rural Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Queen's University","funders":"","keywords":"Fashion industry; Clothing; Fast fashion; Sustainability; Business; Advertising; Movement (music); Marketing; Fashion design; Consumer demand; Political science; Art; Economics; Aesthetics","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":[0.001543385,0.000322085,0.0002259478,0.001792491,0.002258326,0.01262376,0.0004311148,0.001492513,0.04750077],"category_scores_gemma":[0.006241254,0.0002238027,0.0001502877,0.002254908,0.002830999,0.003663968,0.002037632,0.001352788,0.006108156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001034906,"about_ca_system_score_gemma":0.002254968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001076855,"about_ca_topic_score_gemma":0.002543047,"domain_scores_codex":[0.9989236,0.000297209,0.00004444048,0.00009183436,0.0005530915,0.00008980923],"domain_scores_gemma":[0.9955834,0.002681529,0.0003186212,0.0003056784,0.000526037,0.0005847568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001133499,0.0001726697,0.003139417,0.0006597929,0.00002400095,0.0009876348,0.00899757,0.000302803,0.00260401,0.148479,0.707139,0.1273808],"study_design_scores_gemma":[0.000008761439,0.00003704169,0.001975996,0.0002208272,0.000006457477,0.0003108225,0.004622803,0.0001598841,0.0007381539,0.01108006,0.9808283,0.00001083664],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04726697,0.01386936,0.004842761,0.07616458,0.03169828,0.0001522393,0.0008426796,0.0006870041,0.8244762],"genre_scores_gemma":[0.2860121,0.01873611,0.006388331,0.006197915,0.01799575,0.0001192776,0.0005200942,0.001223453,0.662807],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04750077,"threshold_uncertainty_score":0.1589059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02931568706638276,"score_gpt":0.3116031786196018,"score_spread":0.282287491553219,"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."}}