{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002998814,0.000758304,0.0004952246,0.001092422,0.0143958,0.006121391,0.003120096,0.004114483,0.0217073],"category_scores_gemma":[0.005459946,0.0005934553,0.0005919732,0.001120469,0.002599301,0.002578494,0.004580473,0.006739612,0.004495077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02777882,"about_ca_system_score_gemma":0.03102072,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3349882,"about_ca_topic_score_gemma":0.7825934,"domain_scores_codex":[0.9968355,0.0006522178,0.00007785129,0.0003413053,0.00104089,0.001052258],"domain_scores_gemma":[0.9929842,0.0004985778,0.0001089342,0.0001626658,0.001129702,0.005115953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001337808,0.0008807606,0.005550183,0.0005138279,0.00001437171,0.004542091,0.04109475,0.0003980598,0.001890893,0.008954969,0.7560302,0.1799961],"study_design_scores_gemma":[0.00002932041,0.0001970191,0.01116911,0.0006503352,0.00001176265,0.0005371186,0.07870959,0.0001572887,0.001072554,0.002812698,0.9045581,0.0000950582],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.169244,0.006007175,0.003698084,0.4758662,0.009197257,0.001143321,0.001209737,0.0007942895,0.3328399],"genre_scores_gemma":[0.4256065,0.004522802,0.01016263,0.05729613,0.0009110456,0.000440105,0.0006551326,0.0003326381,0.500073],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6650118,"threshold_uncertainty_score":0.6660767,"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."}}