{"id":"W1861919476","doi":"10.24908/pceea.v0i0.4913","title":"OVERCOMING OBSTACLES TO IMPLEMENTING AN OUTCOME-BASED EDUCATION MODEL: TRADITIONAL VERSUS TRANSFORMATIONAL OBE","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Mechatronics Education and Applications","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University","keywords":"Outcome-based education; Curriculum; Outcome (game theory); Transformative learning; Transformational leadership; Warrant; Process (computing); Psychology; Mathematics education; Pedagogy; Class (philosophy); Mechatronics; Computer science; Medical education; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02761659,0.0003160688,0.0003242618,0.001055537,0.001911007,0.007379998,0.002195246,0.001287713,0.001562158],"category_scores_gemma":[0.03540472,0.0003003915,0.0004611775,0.0008659942,0.006325142,0.007718041,0.008302294,0.003515971,0.0004345253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003160686,"about_ca_system_score_gemma":0.01159334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001083355,"about_ca_topic_score_gemma":0.002359458,"domain_scores_codex":[0.9764816,0.01512801,0.001060631,0.0009527989,0.004785305,0.001591586],"domain_scores_gemma":[0.968082,0.01650874,0.002883258,0.004875955,0.00505968,0.002590278],"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":[0.0002558271,0.002737499,0.03448589,0.001080876,0.00005503368,0.0004927712,0.077043,0.004652193,0.002497517,0.2536384,0.003690216,0.6193709],"study_design_scores_gemma":[0.0003513051,0.006355981,0.06607375,0.004309811,0.0001491069,0.002294628,0.2584673,0.03978075,0.01354557,0.3706881,0.2376751,0.000308696],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6139213,0.0007476271,0.2142712,0.0359641,0.0003156425,0.0007244903,0.00004370267,0.0005597608,0.1334521],"genre_scores_gemma":[0.955782,0.0002960771,0.03981324,0.0008790321,0.00002137924,0.0002161357,0.0000232856,0.00004072099,0.00292804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02761659,"threshold_uncertainty_score":0.1460522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02115359754277594,"score_gpt":0.2382023925019164,"score_spread":0.2170487949591405,"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."}}