{"id":"W1900796572","doi":"10.24908/pceea.v0i0.4876","title":"Design for Inclusion - A Roundtable DIscussion","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Inclusion (mineral); Brainstorming; Curriculum; Government (linguistics); Portfolio; Engineering; Corporation; Management; Theme (computing); Library science; Engineering ethics; Sociology; Pedagogy; Political science; Computer science; Social science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006258297,0.0001069618,0.0001137673,0.000275614,0.0005986564,0.0002066605,0.0002906921,0.0001616329,0.00002699743],"category_scores_gemma":[0.0010255,0.00008078635,0.00004504891,0.0006252059,0.00001292159,0.0009905237,0.0001379553,0.0001300713,0.00001476457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001535237,"about_ca_system_score_gemma":0.0002297074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005519377,"about_ca_topic_score_gemma":0.0006671592,"domain_scores_codex":[0.9992312,0.000001617574,0.0002041243,0.0001361548,0.0001822092,0.0002447438],"domain_scores_gemma":[0.9987471,0.00002371223,0.0003179851,0.00005703041,0.0008371855,0.00001704642],"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":[0.000007561898,0.0001136115,0.08934325,0.0006731536,0.0001401697,2.370234e-8,0.001937668,0.0003599797,0.007810888,0.5687237,0.3215149,0.009375103],"study_design_scores_gemma":[0.001100657,0.00002759489,0.2822669,0.0005410343,0.0001689062,0.000001299017,0.002679406,0.02713233,0.01033538,0.1930045,0.4813834,0.001358544],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7478335,0.0001259604,0.01124662,0.1911083,0.008903673,0.007959357,0.00001275326,0.0007205285,0.03208927],"genre_scores_gemma":[0.9863728,0.000001021102,0.004874626,0.001059502,0.000316747,0.0003861802,0.00001093958,0.00002427494,0.006953892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3757192,"threshold_uncertainty_score":0.8343683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01323328007642963,"score_gpt":0.2033425811954718,"score_spread":0.1901093011190422,"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."}}