{"id":"W4236695067","doi":"10.22215/etd/2012-06778","title":"Balancing manual and digital design methods : a study of studio furniture manufacturers","year":2012,"lang":"en","type":"dissertation","venue":"","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Library and Archives Canada; Algonquin College","funders":"","keywords":"Studio; Engineering; Computer science; Art; Engineering drawing; Visual arts","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004370515,0.0002571041,0.0003274055,0.0001548282,0.00004037076,0.00007527229,0.0001032794,0.0001773034,0.0002168118],"category_scores_gemma":[0.00007609066,0.0002299514,0.00003552753,0.0001034342,0.000006756548,0.0003395549,0.00000987788,0.000334162,0.00001408741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003105987,"about_ca_system_score_gemma":0.00002801531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001600986,"about_ca_topic_score_gemma":0.00002892791,"domain_scores_codex":[0.9990635,0.0001289726,0.0002799584,0.0001728521,0.0001759452,0.0001787714],"domain_scores_gemma":[0.9991554,0.0004131994,0.0001022283,0.0001866496,0.0000533221,0.00008920129],"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":[0.0004284073,0.001695123,0.002891349,0.002227493,0.003446975,0.0000168499,0.1895576,0.002897789,0.006723439,0.0001693069,0.02799,0.7619557],"study_design_scores_gemma":[0.003129169,0.001090511,0.2719225,0.0002916814,0.002757786,0.00008212848,0.6297653,0.001318079,0.02676615,0.0004346355,0.05911135,0.003330641],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7955077,0.004796278,0.07926837,0.00002523656,0.005323354,0.002355671,0.00002014952,0.0005555926,0.1121476],"genre_scores_gemma":[0.9851915,0.00004729032,0.008575177,0.00001136184,0.0001036611,0.00004017571,0.00007233119,0.00005831365,0.005900245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.758625,"threshold_uncertainty_score":0.9377145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02502729797682354,"score_gpt":0.3545532014538484,"score_spread":0.3295259034770249,"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."}}