{"id":"W811593051","doi":"","title":"An Investigation into Canadian Student Leaders' Conceptualizations and Perceptions Related to Sustainability in Higher Education","year":2015,"lang":"en","type":"article","venue":"","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wright; Research council; Sustainability; Higher education; Principal (computer security); Sociology; Library science; Perception; Social research; Pedagogy; Political science; Public relations; Management; Social science; Psychology; Engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001167913,0.0001003041,0.0001026418,0.0003819103,0.0003846303,0.0001410289,0.0001837566,0.0001493899,0.0004688649],"category_scores_gemma":[0.0007374797,0.000115945,0.00001340417,0.001163249,0.0005318237,0.0007009716,0.00001961814,0.000111092,0.0000230732],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005341708,"about_ca_system_score_gemma":0.007840183,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7049154,"about_ca_topic_score_gemma":0.7856594,"domain_scores_codex":[0.9981768,0.0006233645,0.0002704258,0.0003402614,0.000276942,0.0003122225],"domain_scores_gemma":[0.9976433,0.00007083999,0.000035815,0.0002694946,0.001009473,0.0009710657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001208376,0.00007582599,0.4475959,0.000004474818,0.000001356386,1.359966e-7,0.3991081,0.0001349021,0.000004431224,0.1516327,0.001084394,0.0003566261],"study_design_scores_gemma":[0.00007638807,0.00002916092,0.4353392,0.00000367659,0.000004322194,1.201083e-7,0.5122161,0.00001112742,6.90658e-7,0.04479853,0.007427232,0.0000934995],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9016981,0.00003340904,0.00001512657,0.09212406,0.0004791098,0.0009777219,9.378359e-7,0.00007509354,0.004596438],"genre_scores_gemma":[0.9907067,0.000002437513,0.000545998,0.001181032,0.0000901024,0.0001969742,0.00004093421,0.000009848133,0.007225983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.113108,"threshold_uncertainty_score":0.9984766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04961895142650431,"score_gpt":0.4165890048094958,"score_spread":0.3669700533829915,"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."}}