{"id":"W4413017284","doi":"10.22215/etd/2025-16519","title":"Craft In Transition: Integrating Digital Fabrication with Traditional Ceramics in Canadian Design","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Crafts, Textile, and Design","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Craft; Fabrication; Transition (genetics); Ceramic; Engineering; Architectural engineering; Mechanical engineering; Visual arts; Materials science; Art; Composite material; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001314522,0.0002634006,0.0002711976,0.0007865617,0.0001595506,0.000494556,0.0001314804,0.000158053,0.001500451],"category_scores_gemma":[0.00002854929,0.0002394391,0.00006030378,0.0001465052,0.00004406816,0.0004460193,0.000001330977,0.0003490439,0.00001935947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003903812,"about_ca_system_score_gemma":0.001203533,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1580607,"about_ca_topic_score_gemma":0.9726051,"domain_scores_codex":[0.998744,0.00004054072,0.0003923759,0.000326302,0.0001935267,0.0003033026],"domain_scores_gemma":[0.9994142,0.0001399746,0.00007428484,0.000121903,0.0001606353,0.00008896913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005216919,0.0005036726,0.000327923,0.0004644112,0.0001094151,0.0001469561,0.2180143,0.00164368,0.00001402629,0.7204614,0.0233977,0.0343948],"study_design_scores_gemma":[0.007205528,0.001623702,0.01678827,0.007836961,0.0003595569,0.00003957036,0.6261079,0.06128945,0.000285031,0.09439036,0.1774934,0.006580227],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03178488,0.0001633416,0.004218138,0.0008564536,0.0007636449,0.001269889,0.0005343361,0.0001229507,0.9602864],"genre_scores_gemma":[0.9536728,0.00001199708,0.0002756469,0.0002540773,0.0002459428,0.0001376929,0.006309584,0.00002928129,0.03906303],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9218879,"threshold_uncertainty_score":0.9994123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03930781919975562,"score_gpt":0.2189564719058755,"score_spread":0.1796486527061199,"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."}}