{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008076229,0.0001490524,0.0001552841,0.0002710327,0.0001018445,0.0001855581,0.0002080773,0.0001338446,0.000007529619],"category_scores_gemma":[0.001003576,0.0001629416,0.00002813123,0.0005592476,0.00001264754,0.0003995067,0.00002249591,0.0003325427,0.000005585148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00191934,"about_ca_system_score_gemma":0.0006919776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008800161,"about_ca_topic_score_gemma":0.001387578,"domain_scores_codex":[0.9990795,0.00001241436,0.00028116,0.0001305609,0.0002346765,0.0002616995],"domain_scores_gemma":[0.9991336,0.00006613457,0.0001236108,0.00008949509,0.0003015351,0.0002855807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002439347,0.00009392045,0.528329,0.0004605437,0.0001158738,1.710247e-7,0.009238909,0.4199349,0.0002721756,0.004102779,0.03585878,0.001590578],"study_design_scores_gemma":[0.000651838,0.0000168737,0.8270642,0.0007099059,0.00005743656,0.000008215893,0.004587797,0.1491593,0.0006514584,0.0002198121,0.01621879,0.0006544411],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985261,0.001410299,0.001096056,0.004779426,0.001918719,0.0007592512,0.000002635054,0.0004443402,0.004328313],"genre_scores_gemma":[0.9928042,0.00005439309,0.006587109,0.00004961996,0.00005318442,0.00007734183,0.000006127856,0.00003906057,0.0003290184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2987352,"threshold_uncertainty_score":0.6644565,"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."}}