{"id":"W1904916477","doi":"10.24908/pceea.v0i0.5772","title":"“My Studying Stops When?”: Addressing Delivery and Assessment of Lifelong Learning and Professionalism at the University of Regina","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Lifelong learning; Scale (ratio); Mathematics education; Medical education; Engineering management; Psychology; Computer science; Pedagogy; Engineering; Medicine; Cartography; Geography","routes":{"ca_aff":true,"ca_fund":false,"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":[0.005471254,0.0004701891,0.0001849961,0.0006315022,0.002184481,0.002325346,0.001342488,0.001221103,0.002166505],"category_scores_gemma":[0.007446229,0.0002410541,0.0002847394,0.000428277,0.001055694,0.0009237288,0.002740238,0.001190931,0.001210758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003541566,"about_ca_system_score_gemma":0.01448887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01751053,"about_ca_topic_score_gemma":0.06051894,"domain_scores_codex":[0.9966348,0.001896111,0.00009241462,0.0002322475,0.0004815843,0.0006629277],"domain_scores_gemma":[0.9968506,0.0005140226,0.0003366273,0.0001911413,0.0005902525,0.001517435],"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":[0.0002902618,0.003704064,0.04083963,0.0004573631,0.00002357697,0.0007019578,0.06794038,0.0007300655,0.01233243,0.002153267,0.02591333,0.8449137],"study_design_scores_gemma":[0.00020466,0.008776176,0.4069121,0.00116739,0.000121126,0.002830304,0.1811981,0.00378609,0.0288836,0.003306844,0.3624616,0.0003519657],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9396118,0.0009419807,0.009118526,0.007789346,0.0002474605,0.001409434,0.0001214908,0.0005047842,0.04025525],"genre_scores_gemma":[0.9384245,0.001456004,0.03245215,0.002020716,0.0000736197,0.0007614155,0.0001811882,0.0000894691,0.02454081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01751053,"threshold_uncertainty_score":0.03481722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01807703064559639,"score_gpt":0.2308682709967256,"score_spread":0.2127912403511292,"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."}}