{"id":"W2316265253","doi":"10.1386/adch.10.2.199_1","title":"The role of the textile materials library: Providing access to multimodal knowledge in design research","year":2012,"lang":"en","type":"article","venue":"Art Design & Communication in Higher Education","topic":"Crafts, Textile, and Design","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Textile; Digital library; World Wide Web; Computer science; Best practice; Data science; Engineering; Multimedia; Knowledge management; Management","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02677121,0.0006456139,0.0006736285,0.007993446,0.008106844,0.02449165,0.001727409,0.004081391,0.01879152],"category_scores_gemma":[0.02794393,0.0008982521,0.0007135787,0.004295419,0.01546671,0.03113945,0.02056465,0.001835804,0.003523243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003360237,"about_ca_system_score_gemma":0.005439247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001275225,"about_ca_topic_score_gemma":0.00206326,"domain_scores_codex":[0.9736795,0.02290765,0.0007046378,0.0006253008,0.00137467,0.0007082408],"domain_scores_gemma":[0.9626265,0.02918742,0.001248156,0.00352077,0.001370438,0.002046776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001491979,0.0001830589,0.003267232,0.001246708,0.00004359179,0.001873951,0.1886104,0.0005478127,0.002826996,0.3260736,0.01712905,0.4580483],"study_design_scores_gemma":[0.00009197841,0.0002701679,0.003099257,0.003048415,0.00008560831,0.004074533,0.103729,0.002176111,0.002794198,0.1756792,0.7047902,0.0001613824],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08690063,0.02621763,0.2739175,0.07120586,0.001015095,0.0003416623,0.0001313923,0.00278009,0.5374901],"genre_scores_gemma":[0.8113177,0.01322784,0.1210135,0.005903083,0.0008421978,0.0005511747,0.00007280958,0.0005206219,0.04655105],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9755083,"threshold_uncertainty_score":0.1415814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2306336580043749,"score_gpt":0.381764239587587,"score_spread":0.1511305815832121,"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."}}