{"id":"W3214653787","doi":"10.1108/ijshe-04-2021-0164","title":"Mapping social structures for sustainability transformation at McGill University, Canada","year":2021,"lang":"en","type":"article","venue":"International Journal of Sustainability in Higher Education","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Sustainability; Social sustainability; Sociology; Social network analysis; Public relations; Higher education; Social network (sociolinguistics); Knowledge management; Political science; Social capital; Computer science; Social science; Social media","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":[0.001451913,0.0001701216,0.0002758965,0.0003902918,0.0005132156,0.00006690078,0.0005995358,0.0001807003,0.000336233],"category_scores_gemma":[0.002239149,0.0002051328,0.0001897253,0.0006261041,0.000196058,0.0008196619,0.00007127177,0.0002618719,3.381035e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.04896626,"about_ca_system_score_gemma":0.02384443,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.13017,"about_ca_topic_score_gemma":0.1637083,"domain_scores_codex":[0.9969622,0.0006244605,0.0007702453,0.0003034154,0.0009345647,0.0004051238],"domain_scores_gemma":[0.9855607,0.0005898518,0.0003794525,0.0001811722,0.01313938,0.0001494107],"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":[0.001195075,0.002050932,0.1112176,0.001010155,0.0002810957,0.00009570792,0.09491357,0.001637777,0.0001200811,0.7351252,0.01729023,0.03506252],"study_design_scores_gemma":[0.0006693341,0.00002079217,0.1291965,0.00001731926,0.00002147769,0.00001018467,0.1434699,0.000004991832,0.000121509,0.1810047,0.5452804,0.0001828633],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7987126,0.00009106097,0.0001269876,0.1947491,0.004352437,0.0007029857,0.00005907043,0.00001718506,0.001188587],"genre_scores_gemma":[0.99468,0.00001902032,0.0002854854,0.0003554113,0.0009105548,0.00002035376,0.0000537482,0.00001328119,0.003662108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5541205,"threshold_uncertainty_score":0.9816895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02396252732946409,"score_gpt":0.3380840811610402,"score_spread":0.3141215538315761,"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."}}