{"id":"W7134274980","doi":"10.21606/drslxd.2025.069","title":"Multilingual Design","year":2025,"lang":"","type":"article","venue":"","topic":"Crafts, Textile, and Design","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Conversation; Context (archaeology); Curriculum; Focus (optics); Intersectionality; Conversation analysis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004840556,0.0004027945,0.0004336602,0.0002983507,0.001003154,0.0009165389,0.0003540823,0.0001727962,0.03536348],"category_scores_gemma":[0.0001115884,0.0003582632,0.0002560752,0.000113308,0.0004903193,0.000231685,0.0001093916,0.0002890314,0.001606438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006710687,"about_ca_system_score_gemma":0.0003890209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004462683,"about_ca_topic_score_gemma":0.000324605,"domain_scores_codex":[0.9978023,0.0001756465,0.0006259904,0.0005541274,0.000237816,0.0006041721],"domain_scores_gemma":[0.9984309,0.0006091337,0.00008887395,0.0005096577,0.0002373345,0.0001240757],"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":[0.0002164058,0.0004512851,0.0000296985,0.0001259383,0.0002122498,0.0000313659,0.01882658,0.00009411584,0.00013424,0.6556922,0.2272741,0.09691185],"study_design_scores_gemma":[0.001243137,0.0002301543,0.00007104548,0.0001619848,0.0001956327,0.000001927834,0.01322303,0.006432267,0.004410506,0.0126314,0.9608485,0.0005504488],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004678939,0.004274899,0.03493998,0.0008357955,0.004580655,0.0008371274,0.00002648983,0.0003173218,0.9495088],"genre_scores_gemma":[0.5398065,0.0001736574,0.0007041229,0.00151434,0.0006337325,0.00001766761,0.000003432607,0.00002167345,0.4571248],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7335744,"threshold_uncertainty_score":0.9998869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06088876943193833,"score_gpt":0.2858350933484551,"score_spread":0.2249463239165168,"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."}}