{"id":"W4252464108","doi":"10.32920/ryerson.14665440","title":"Challenging the fast fashion product: a method for use-value apparel design","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Fashion and Cultural Textiles","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; York University","funders":"","keywords":"Clothing; Fast fashion; Status quo; Sustainable design; Product design; Sustainable Value; Sustainability; Product (mathematics); Value (mathematics); Fashion design; Function (biology); Design for the Environment; Process (computing); Typology; Architectural engineering; Computer science; Business; Engineering; Process management; Sociology; Economics; Political science","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006076862,0.0003708729,0.0003913919,0.00005372997,0.0006595005,0.00149174,0.0004168125,0.0001187598,0.001464721],"category_scores_gemma":[0.0001280028,0.0002107199,0.0003477777,0.00002452733,0.00009567267,0.0001911245,0.0003388812,0.0004594667,0.00003249923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004114879,"about_ca_system_score_gemma":0.00007861781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001272118,"about_ca_topic_score_gemma":0.0006599486,"domain_scores_codex":[0.9981624,0.0002720882,0.0003425614,0.0006497137,0.0002442703,0.000328904],"domain_scores_gemma":[0.9985707,0.0003295996,0.0001580787,0.0005736928,0.0003112178,0.00005672126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002179752,0.0001155933,9.565845e-7,0.0004706787,0.0003026116,0.000004032334,0.1712617,0.003634249,0.0002091383,0.769781,0.02445315,0.02974511],"study_design_scores_gemma":[0.0006881057,0.0001289094,0.00005156842,0.0006952806,0.0004439994,0.00002059962,0.3868655,0.07686026,0.001198122,0.005493309,0.525791,0.001763364],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01132731,0.001740277,0.847269,0.01849298,0.008796096,0.00880332,0.0002046535,0.00143902,0.1019273],"genre_scores_gemma":[0.6378718,0.0007519625,0.1362216,0.003742763,0.005722267,0.002448094,0.0005685309,0.0002248611,0.2124482],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7642877,"threshold_uncertainty_score":0.9995448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1582706023413961,"score_gpt":0.3053250688956055,"score_spread":0.1470544665542094,"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."}}