{"id":"W1566105574","doi":"10.24908/pceea.v0i0.4822","title":"LESSONS LEARNED FROM MCMASTER’S FIRST CRACK AT A SUSTAINABILITY COURSE","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Sustainability; Project-based learning; Medical education; Cover (algebra); Engineering management; Engineering; Psychology; Pedagogy; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0009244028,0.0001148566,0.0001351387,0.00009982311,0.001083348,0.0002229126,0.0005150151,0.0001544061,0.0006046552],"category_scores_gemma":[0.002491238,0.000120795,0.00007763812,0.0004244748,0.00003999754,0.0002836607,0.00006820517,0.0003157939,0.00005587728],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005912757,"about_ca_system_score_gemma":0.001052806,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4583128,"about_ca_topic_score_gemma":0.3052392,"domain_scores_codex":[0.998812,0.00004460261,0.0002032526,0.0001739429,0.0003943614,0.000371854],"domain_scores_gemma":[0.9980605,0.0001933917,0.0002687056,0.000137794,0.001112755,0.0002268431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005269882,0.0002867343,0.6484951,0.0002414207,0.0002208599,6.713025e-8,0.09678455,0.001326593,0.0003623139,0.02378099,0.2153441,0.01315198],"study_design_scores_gemma":[0.0001511724,0.000009377876,0.5314432,0.00008296371,0.00004946949,1.201633e-7,0.02575415,0.0005285912,0.0001207375,0.001811993,0.4398217,0.0002265658],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8163007,0.00006674504,0.000002651127,0.1619114,0.0007114991,0.0005301482,0.00001326612,0.0001082887,0.02035529],"genre_scores_gemma":[0.9818173,0.00002053247,0.0001638919,0.0004523236,0.0001701016,0.0000980757,0.000008516384,0.00001875663,0.01725049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2244776,"threshold_uncertainty_score":0.9979033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02294240124634482,"score_gpt":0.2724436522081666,"score_spread":0.2495012509618217,"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."}}