{"id":"W3083767008","doi":"10.37514/per-b.2016.0810.2.02","title":"Chapter 2. An Outsider's Perspective: Curriculum Design and Strategies for Sustainability in a Canadian IWP","year":2016,"lang":"en","type":"book-chapter","venue":"The WAC Clearinghouse; University Press of Colorado eBooks","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Perspective (graphical); Sustainability; Curriculum; Engineering ethics; Sociology; Environmental ethics; Pedagogy; Engineering; Computer science; Philosophy; Artificial intelligence; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001586457,0.0002469325,0.0003522232,0.0002389069,0.001229174,0.0001102601,0.0008768511,0.0002907577,0.00002975889],"category_scores_gemma":[0.0000650621,0.0002271853,0.0001015557,0.00002295762,0.0008354267,0.0002028999,0.0002545583,0.000517618,0.000001184024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009584508,"about_ca_system_score_gemma":0.001044671,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5733261,"about_ca_topic_score_gemma":0.6382071,"domain_scores_codex":[0.9982444,0.0004999578,0.0001762741,0.0003509063,0.0002536147,0.0004748245],"domain_scores_gemma":[0.9981923,0.0003794157,0.0001981208,0.0005028674,0.0004868664,0.0002404294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001502942,0.00001961963,0.0000803622,0.00004386716,0.0000612589,0.00001123907,0.0432571,0.0001034982,0.00000122667,0.9540017,0.0000338797,0.002235983],"study_design_scores_gemma":[0.001354068,0.0006291418,0.0006113959,0.0003080488,0.0002554831,0.000001694094,0.3039857,0.0003640671,0.000006662994,0.1605165,0.5311409,0.0008264659],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0237049,0.0001052732,0.0002274193,0.001836581,0.00008818877,0.002184579,0.00003714784,0.0001357399,0.9716802],"genre_scores_gemma":[0.9120057,0.00007791611,0.0001110576,0.00004079216,0.00004764313,0.000004997418,0.000001314864,0.00003687161,0.08767375],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8883008,"threshold_uncertainty_score":0.9453939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03805175146691447,"score_gpt":0.2768145920128604,"score_spread":0.2387628405459459,"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."}}