{"id":"W2886601050","doi":"10.24908/pceea.v0i0.9636","title":"LEARNING THE LIFE SKILL: CEAB LIFELONG LEARNING GRADUATE ATTRIBUTE","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Lifelong learning; Scope (computer science); Syllabus; Set (abstract data type); Accreditation; Intervention (counseling); Process (computing); Psychology; Mathematics education; Computer science; Pedagogy; Medical education; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0007154802,0.0002513232,0.0002036983,0.0002783636,0.0004826824,0.0001901447,0.0004515483,0.000163471,0.00005738025],"category_scores_gemma":[0.002040718,0.0002178276,0.0001069921,0.0009896181,0.00003383671,0.0002182791,0.00003651709,0.0006994433,0.00006949308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001628541,"about_ca_system_score_gemma":0.0005623125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001286232,"about_ca_topic_score_gemma":0.00112703,"domain_scores_codex":[0.9984134,0.00001351304,0.0003946499,0.0002090052,0.0004524393,0.0005169853],"domain_scores_gemma":[0.9985009,0.0000787325,0.0002170231,0.0001301686,0.0007580933,0.0003150758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000005067419,0.0001352325,0.3064979,0.000919779,0.001028977,3.058433e-7,0.030053,0.1614427,0.004141691,0.009157859,0.4802802,0.006337294],"study_design_scores_gemma":[0.0003309746,0.00004892599,0.6089237,0.0003763145,0.0001337096,0.00001164177,0.003202827,0.04403141,0.005258432,0.00007491951,0.3366898,0.0009173226],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753144,0.0003348699,0.000170085,0.007697938,0.007262678,0.0005759977,0.000008698838,0.0007917508,0.007843549],"genre_scores_gemma":[0.994827,0.00004616935,0.0004220988,0.0002520747,0.0006916858,0.00008761086,0.00001288526,0.00007514971,0.003585362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3024258,"threshold_uncertainty_score":0.8882751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006941673879966858,"score_gpt":0.1942174927178421,"score_spread":0.1872758188378752,"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."}}