{"id":"W3211473967","doi":"10.32920/ryerson.14645253.v1","title":"The sustainable bride: an exploration in conceptual bridal design","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Crafts, Textile, and Design","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Toronto","funders":"","keywords":"Sustainability; Clothing; Modular design; Architectural engineering; Engineering; Fast fashion; Business; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004049695,0.0005374941,0.0002134223,0.001050852,0.001954364,0.006129177,0.001597383,0.001393598,0.006471208],"category_scores_gemma":[0.004782643,0.0004572871,0.0005344796,0.001124443,0.009380725,0.00540034,0.003116271,0.001432636,0.0005930812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002317431,"about_ca_system_score_gemma":0.002052181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002104114,"about_ca_topic_score_gemma":0.004516719,"domain_scores_codex":[0.9973398,0.002137058,0.00004915976,0.0001367694,0.0002463204,0.00009093784],"domain_scores_gemma":[0.9983583,0.001021039,0.00007608766,0.0002934299,0.0001653797,0.00008568336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002785872,0.00008443815,0.0009223095,0.0002312819,0.000008265707,0.0002094753,0.0519371,0.003117337,0.001494702,0.9031359,0.00129397,0.03753737],"study_design_scores_gemma":[0.00006077611,0.0002864523,0.001423373,0.0009490506,0.00002803552,0.0008314957,0.1279496,0.0273431,0.003525512,0.4398057,0.3977309,0.00006594399],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1834996,0.002452044,0.5415825,0.005093886,0.0001469164,0.0003597257,0.00009380148,0.0001966178,0.266575],"genre_scores_gemma":[0.7157441,0.001503821,0.2657744,0.0002923622,0.00001382226,0.0003187548,0.00007166852,0.0001273005,0.01615379],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006471208,"threshold_uncertainty_score":0.02164835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1432311250642821,"score_gpt":0.2809262019888066,"score_spread":0.1376950769245245,"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."}}