{"id":"W3183437004","doi":"10.20944/preprints202107.0571.v1","title":"An Analysis of Students’ Perception of University Sustainability Programs and Image","year":2021,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Sustainability; Sustainability science; Higher education; Climate justice; Action (physics); Political science; Divestment; Sustainable development; Climate change; Sociology; Sustainability organizations; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003923459,0.0001831599,0.0005758307,0.0003748079,0.0001761981,0.00004876389,0.0008385591,0.0003390382,0.0005667291],"category_scores_gemma":[0.001237352,0.0002314707,0.0002856533,0.001083527,0.001099206,0.0003130564,0.001085137,0.0003390664,0.000001591087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001470337,"about_ca_system_score_gemma":0.001181819,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04408401,"about_ca_topic_score_gemma":0.003218756,"domain_scores_codex":[0.9958217,0.00188319,0.0004414823,0.0008751781,0.0007078819,0.0002705923],"domain_scores_gemma":[0.995632,0.0001596076,0.0004685817,0.00126149,0.002310596,0.0001677325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004274903,0.0009564522,0.8990396,0.0003276132,0.0003509368,0.000002034689,0.09774261,0.0001894542,0.0003203916,0.000351254,3.479855e-7,0.000676602],"study_design_scores_gemma":[0.00007827143,0.0000158926,0.7431081,0.00001937269,0.0006938628,5.300847e-8,0.2551004,0.00004481923,0.0001059787,0.0006221393,0.00008179939,0.0001293649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997734,0.00001780304,0.0001290566,0.0003681256,0.0001345244,0.001046,0.000009720015,0.0000627268,0.000498088],"genre_scores_gemma":[0.9990737,0.00009375494,0.0003999785,0.000004592619,0.0000324114,0.00001871001,0.00009939612,0.000009326991,0.0002681562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1573578,"threshold_uncertainty_score":0.9622815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06315244349133976,"score_gpt":0.4200470657897081,"score_spread":0.3568946222983683,"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."}}