{"id":"W4205722570","doi":"10.1163/9789004471818_005","title":"Radical Transformation of Universities to Prepare the Next Generation of Climate Champions","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Saskatchewan","keywords":"Transformative learning; Headway; Climate change; Political science; Process (computing); Set (abstract data type); Face (sociological concept); Action (physics); Public relations; Business; Engineering ethics; Sociology; Engineering; Computer science; Pedagogy; Civil engineering; Social science; Ecology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001969294,0.000485653,0.0002091585,0.0004889969,0.002753009,0.007204445,0.001081739,0.001798537,0.02043563],"category_scores_gemma":[0.001881086,0.0002347125,0.0004669004,0.0006366295,0.003256429,0.005946665,0.00382227,0.003113534,0.007066093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003134317,"about_ca_system_score_gemma":0.004886393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001131336,"about_ca_topic_score_gemma":0.002931676,"domain_scores_codex":[0.9988263,0.0005253878,0.00002640555,0.0001049852,0.0003502099,0.0001666643],"domain_scores_gemma":[0.9991166,0.0002768305,0.00004250977,0.0001222984,0.0001862747,0.0002554109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002144012,0.00008626966,0.0002800073,0.0001663475,0.000006098373,0.0001003483,0.003850196,0.002148933,0.001309007,0.7615741,0.126055,0.1044023],"study_design_scores_gemma":[0.000006620988,0.00003179235,0.0001507232,0.00009334575,0.000003372378,0.00006854932,0.001628487,0.0009250409,0.0007535326,0.09932826,0.8969975,0.00001284805],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009573421,0.006540315,0.05728519,0.04518293,0.003899126,0.0002461939,0.00009647053,0.000882889,0.8762934],"genre_scores_gemma":[0.1750066,0.007066199,0.06451526,0.01126534,0.0007747523,0.0004194993,0.0002169951,0.0005159907,0.7402193],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02043563,"threshold_uncertainty_score":0.06836402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.185200523747305,"score_gpt":0.3928589024074021,"score_spread":0.2076583786600971,"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."}}