{"id":"W4220884430","doi":"10.1201/9781003221968-4","title":"Responsible consumption and production for wholistic transformation of universities: Campus innovation through a sustainable livelihoods approach","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Livelihood; Production (economics); Consumption (sociology); Sustainable consumption; Sustainable production; Transformation (genetics); Business; Environmental economics; Sociology; Economics; Geography; Social science; Microeconomics; Agriculture","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":[0.001642137,0.0001703736,0.0002527982,0.0005089486,0.0006251402,0.00003945365,0.000129922,0.0002628287,0.000300234],"category_scores_gemma":[0.0002564914,0.0002118116,0.00005714386,0.0002982841,0.0004589743,0.0008328421,0.0000336244,0.0001941323,0.000001133759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001730758,"about_ca_system_score_gemma":0.002026392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001609301,"about_ca_topic_score_gemma":0.0001064559,"domain_scores_codex":[0.9984052,0.000134457,0.000426948,0.000362961,0.0004198827,0.0002505112],"domain_scores_gemma":[0.9978951,0.0002638004,0.000394916,0.0002108552,0.001204941,0.00003035657],"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":[0.0001529165,0.00004181436,0.00001407898,0.001090881,0.00002977122,2.130854e-7,0.05923235,0.00007727581,0.00000723302,0.9373245,0.001354723,0.0006742641],"study_design_scores_gemma":[0.0003076308,0.0001494151,0.00006951443,0.00003763565,0.0001377824,0.000002314905,0.2337436,0.0000299982,0.00002562954,0.2163903,0.5488371,0.0002691706],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02634028,0.0004240263,0.01090475,0.004229751,0.0008179956,0.007259849,0.000133143,0.0002152191,0.949675],"genre_scores_gemma":[0.09889095,0.0004307977,0.003409421,0.00005407473,0.0002444878,0.0002339357,0.0005700188,0.0000388529,0.8961275],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7209342,"threshold_uncertainty_score":0.8637426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04625502390971671,"score_gpt":0.3344443604412224,"score_spread":0.2881893365315057,"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."}}