{"id":"W2910883033","doi":"10.24908/pceea.v0i0.13075","title":"ASSESSING LIFE-LONG LEARNING THROUGH CO-OPERATIVE EDUCATION1H,�","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University of Waterloo","keywords":"Mathematics education; Psychology; Student life; Medical education; Computer science; Medicine; Library science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001335286,0.000149226,0.0001714016,0.0001851448,0.001449685,0.00051931,0.0003903124,0.0001945395,0.0004213487],"category_scores_gemma":[0.006526625,0.0001544516,0.00008692274,0.0008993396,0.0001424188,0.0009733831,0.00001838653,0.0003250978,0.00007333258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003622689,"about_ca_system_score_gemma":0.005551787,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04975706,"about_ca_topic_score_gemma":0.02903211,"domain_scores_codex":[0.9983902,0.0000584438,0.0003359919,0.0002618185,0.0005131402,0.0004404237],"domain_scores_gemma":[0.9972444,0.0001348914,0.0004036506,0.000110811,0.001751082,0.0003552253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001886725,0.0001289659,0.7916046,0.00007988025,0.00007678146,1.766e-8,0.09792942,0.00007482775,0.0004559907,0.0436602,0.06477116,0.001216303],"study_design_scores_gemma":[0.0001483228,0.00002071083,0.6338822,0.0001523159,0.00005056727,7.465811e-7,0.01950691,0.00008296795,0.001209827,0.0008449323,0.3437054,0.0003950821],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8582549,0.00007893189,0.00005933021,0.02858166,0.004352472,0.0005771,0.000006297917,0.0001731681,0.1079161],"genre_scores_gemma":[0.9850417,0.0000108645,0.00119967,0.0007655995,0.001307932,0.00005679398,0.000008866613,0.00002672614,0.01158186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2789342,"threshold_uncertainty_score":0.9998503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02050950360280455,"score_gpt":0.3360245873238509,"score_spread":0.3155150837210464,"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."}}