{"id":"W4402396812","doi":"10.24908/iqurcp17968","title":"A Greener Way of Making Cellulose Clothing","year":2024,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Architecture, Design, and Social History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Clothing; Cellulose; Business; Polymer science; Aesthetics; Architectural engineering; Art; Chemistry; Engineering; Chemical engineering; History; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001882033,0.0004837896,0.0003451923,0.0008196017,0.0004870061,0.001112454,0.0004011352,0.000847718,0.01785304],"category_scores_gemma":[0.000295544,0.0002040301,0.0005038682,0.0006663675,0.0003083633,0.001419073,0.000563345,0.00167845,0.006899452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004068424,"about_ca_system_score_gemma":0.0002826699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005171172,"about_ca_topic_score_gemma":0.001050613,"domain_scores_codex":[0.9996176,0.0000294903,0.00001475233,0.00005232795,0.0002405704,0.00004525835],"domain_scores_gemma":[0.9998829,0.00001337559,0.00001798431,0.00001763979,0.00003811823,0.00002991746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001638739,0.0002791309,0.0007284478,0.001789912,0.00007347723,0.001181096,0.0002863364,0.0008573625,0.6953223,0.01968592,0.0380375,0.2415947],"study_design_scores_gemma":[0.000025245,0.0003434797,0.001631581,0.0003168673,0.0000365259,0.001455167,0.000251343,0.001510798,0.2943484,0.004773043,0.6952378,0.00006966135],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2493926,0.1536161,0.1307707,0.01600666,0.01416004,0.000373291,0.002501683,0.003745276,0.4294335],"genre_scores_gemma":[0.5426388,0.08497609,0.08580112,0.009717729,0.001446878,0.0001849812,0.001745359,0.001088922,0.2724001],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01785304,"threshold_uncertainty_score":0.05972439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1487844727000543,"score_gpt":0.3550910606067999,"score_spread":0.2063065879067456,"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."}}