{"id":"W4399916355","doi":"10.1007/978-3-031-56172-6_19","title":"Utilizing Collaborative Self-Study to Explore Pedagogies for Sustainability","year":2024,"lang":"en","type":"book-chapter","venue":"Sustainable development goals series","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University; Institute for Christian Studies","funders":"","keywords":"Sustainability; Sociology; Psychology; Engineering ethics; Engineering; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01145551,0.0004726162,0.0003831398,0.002380111,0.006436657,0.006851658,0.002063426,0.001341022,0.002701451],"category_scores_gemma":[0.01067442,0.0002647258,0.0003461364,0.001483146,0.01418815,0.004627119,0.00665349,0.001903026,0.0003938864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005343671,"about_ca_system_score_gemma":0.006082239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006784197,"about_ca_topic_score_gemma":0.02087498,"domain_scores_codex":[0.9919683,0.005823344,0.0001321207,0.0006983518,0.000983233,0.0003945743],"domain_scores_gemma":[0.9854767,0.01106629,0.0006511633,0.001244009,0.0008525738,0.0007093194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001432199,0.0002912918,0.003611841,0.0001430957,0.00001086438,0.0002905568,0.9085196,0.0003522379,0.001321333,0.04014231,0.002145704,0.04315686],"study_design_scores_gemma":[0.00004288507,0.0001747582,0.005966275,0.000318446,0.00001757142,0.0002797808,0.8394986,0.001896745,0.002376046,0.02779859,0.1215966,0.00003351248],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8171675,0.0009725964,0.0473608,0.004721962,0.0001763804,0.001038421,0.00009584755,0.0002862719,0.1281801],"genre_scores_gemma":[0.9609806,0.0004389243,0.02246165,0.0003327125,0.00002143082,0.0005540993,0.0000608427,0.00005539189,0.01509436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01145551,"threshold_uncertainty_score":0.06058323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04906985065604579,"score_gpt":0.371263302753479,"score_spread":0.3221934520974332,"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."}}