{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001790708,0.000293102,0.0003931436,0.0007954705,0.0007160094,0.0007493657,0.000600928,0.0001455615,0.0004787442],"category_scores_gemma":[0.0001965978,0.0002553591,0.0001885905,0.0003220123,0.002438368,0.0006924817,0.0002367437,0.001093249,0.0001784224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002553729,"about_ca_system_score_gemma":0.0004892066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009934413,"about_ca_topic_score_gemma":0.0002080527,"domain_scores_codex":[0.9966872,0.0001246429,0.0005023853,0.0006247652,0.001235741,0.0008252478],"domain_scores_gemma":[0.998046,0.0003448843,0.0001049874,0.0001792877,0.0011561,0.0001687493],"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":[0.00004361406,0.00004293721,0.00004945927,0.0006568226,0.00007278907,0.00002579992,0.1950664,4.334279e-7,0.001520913,0.7769452,0.01462105,0.0109545],"study_design_scores_gemma":[0.0002620269,0.0003921384,0.00002934645,0.001462446,0.00004804775,0.000009364833,0.02365528,0.001799451,0.001840351,0.4912371,0.4786879,0.0005766189],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2143793,0.004478102,0.006050216,0.02310845,0.003472152,0.001981496,0.00006377723,0.001476221,0.7449902],"genre_scores_gemma":[0.9762318,0.0002609082,0.0002271702,0.00007901019,0.001352172,0.00006701091,0.000006489101,0.00007223975,0.02170327],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7618524,"threshold_uncertainty_score":0.9999899,"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."}}