{"id":"W2254538160","doi":"10.14288/1.0055518","title":"Legitimation of applied knowledge: the creation of a Bachelor of Technology degree at BCIT","year":2009,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Legitimation; Degree (music); Bachelor; Political science; Physics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.007346136,0.0001400246,0.0002847565,0.002647365,0.02296929,0.01303551,0.001388744,0.001707502,0.005904144],"category_scores_gemma":[0.02442621,0.0003428763,0.0001430075,0.002550401,0.01454973,0.002900247,0.006586551,0.003100565,0.0007426455],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05056421,"about_ca_system_score_gemma":0.08890159,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6625862,"about_ca_topic_score_gemma":0.8044031,"domain_scores_codex":[0.9902282,0.003014946,0.000255508,0.0006364153,0.003791979,0.002072909],"domain_scores_gemma":[0.9749591,0.00833514,0.001345612,0.001214568,0.006817738,0.007327774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008496606,0.0001781368,0.04446385,0.0001418229,0.000007916125,0.003190755,0.7145792,0.0003873499,0.002034394,0.08348213,0.009745603,0.1417038],"study_design_scores_gemma":[0.00001668896,0.0001142911,0.07448234,0.0005451486,0.00001322726,0.0008034587,0.6126382,0.0006922606,0.001833455,0.00927517,0.2994726,0.0001131159],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7643508,0.0007789918,0.00192652,0.01077522,0.0001330731,0.0001331255,0.00006603773,0.0000462428,0.22179],"genre_scores_gemma":[0.9818754,0.0002504252,0.0005321343,0.0002736485,0.00001113546,0.00001472645,0.00002342233,0.0000125199,0.0170067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9770307,"threshold_uncertainty_score":0.6788019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01830901660039895,"score_gpt":0.2571932719128821,"score_spread":0.2388842553124832,"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."}}