{"id":"W189181732","doi":"","title":"Technology and design: Vancouver Magazine before and after desktop publishing","year":2005,"lang":"en","type":"dissertation","venue":"Summit (Simon Fraser University)","topic":"Graphic Design and Typography","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Desktop publishing; Context (archaeology); Design technology; Design and Technology; Technological change; Work (physics); Information technology; Engineering; Computer science; Multimedia; Political science; Visual arts; History; Art; Mechanical engineering; Systems engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003183824,0.0003558828,0.000331039,0.003740216,0.01620818,0.02104023,0.0009158703,0.001982743,0.008618444],"category_scores_gemma":[0.01293253,0.0004959906,0.0001971038,0.007257901,0.01175044,0.003437063,0.003006743,0.002259767,0.0008321976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02383484,"about_ca_system_score_gemma":0.009698831,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2226235,"about_ca_topic_score_gemma":0.373691,"domain_scores_codex":[0.9923667,0.002748832,0.0002026595,0.0005425803,0.003304063,0.0008351246],"domain_scores_gemma":[0.9913412,0.004353366,0.0006316734,0.0007047179,0.001873826,0.001095221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001667028,0.00007323696,0.01649527,0.0001976493,0.00001106451,0.002960675,0.7958248,0.000298295,0.001418326,0.0598065,0.01297194,0.1097756],"study_design_scores_gemma":[0.00002214928,0.00008677207,0.03396946,0.0002929503,0.00001847058,0.0009385121,0.3970122,0.000204575,0.00133688,0.004701031,0.5613711,0.00004576279],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5955051,0.003997643,0.0009888925,0.007338558,0.0004875079,0.00005998723,0.0001034847,0.000076165,0.3914427],"genre_scores_gemma":[0.8971536,0.001908638,0.00095792,0.0006255794,0.0001038705,0.00003600369,0.0000909984,0.000112943,0.09901056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7773765,"threshold_uncertainty_score":0.4426554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01100240356762768,"score_gpt":0.1851743395996394,"score_spread":0.1741719360320117,"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."}}