{"id":"W1897217562","doi":"10.24908/pceea.v0i0.5855","title":"ASSESSING LIFE-LONG LEARNING IN A FIRST-YEAR DESIGN AND COMMUNICATION COURSE","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":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Suncor Energy Incorporated","keywords":"Course (navigation); Life course approach; Psychology; Learning design; Medical education; Scale (ratio); Computer science; Mathematics education; Engineering; Developmental psychology; Medicine; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.004747114,0.0005653711,0.000390594,0.001156352,0.001030062,0.001473292,0.0008309709,0.0006359175,0.002462133],"category_scores_gemma":[0.01009094,0.0002857083,0.0004201441,0.0003502172,0.0003613487,0.0006801559,0.001106127,0.001340426,0.0009575599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001711469,"about_ca_system_score_gemma":0.002924823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003459772,"about_ca_topic_score_gemma":0.01528747,"domain_scores_codex":[0.9980066,0.0004201159,0.0001242553,0.0001735214,0.0008473982,0.0004281396],"domain_scores_gemma":[0.9858127,0.001987231,0.003146042,0.000458003,0.003144086,0.005451843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003023854,0.02700976,0.7520964,0.000191904,0.00006048475,0.0002087943,0.01274262,0.0008248109,0.006911015,0.0002543711,0.002657498,0.1967401],"study_design_scores_gemma":[0.00003753648,0.004799064,0.9802558,0.00004660908,0.00001773987,0.0001005339,0.003838407,0.0006935823,0.004174289,0.0001370485,0.005844472,0.00005494851],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978819,0.00004054862,0.0003104987,0.00005635994,0.00001032619,0.0001565078,0.00003443808,0.00002668345,0.00148251],"genre_scores_gemma":[0.992834,0.0001313055,0.002507794,0.0001020989,0.00001189902,0.000223141,0.0003152975,0.000009318377,0.003865103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004747114,"threshold_uncertainty_score":0.02510542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01202255592257554,"score_gpt":0.2192471569138428,"score_spread":0.2072246009912673,"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."}}