{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001075973,0.0002900549,0.0002024942,0.003722869,0.01066803,0.003560281,0.001232833,0.0005729369,0.007991589],"category_scores_gemma":[0.00436067,0.0002884114,0.000404314,0.006259913,0.002502744,0.001067434,0.002608976,0.0006750108,0.0004336776],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1004857,"about_ca_system_score_gemma":0.09406862,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9917774,"about_ca_topic_score_gemma":0.9965318,"domain_scores_codex":[0.9986699,0.0002652289,0.00002984121,0.0001891078,0.0004300367,0.000415866],"domain_scores_gemma":[0.9956439,0.0008344933,0.0004099988,0.0001476061,0.002018922,0.0009452208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004817198,0.0002493837,0.4060221,0.001411841,0.000168452,0.002897768,0.1438108,0.01048709,0.006264078,0.09303672,0.09890658,0.2362635],"study_design_scores_gemma":[0.00003162909,0.00009390876,0.621842,0.0006295258,0.00009139883,0.0001926194,0.1569947,0.007928609,0.002074176,0.005118992,0.204848,0.0001544443],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8597794,0.002933996,0.006134056,0.0100552,0.00008546674,0.0007919143,0.01049462,0.0002869002,0.1094384],"genre_scores_gemma":[0.9715054,0.0009531631,0.006049929,0.0003763218,0.000008082897,0.000212513,0.001767618,0.00005242882,0.01907452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8995143,"threshold_uncertainty_score":0.7290784,"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."}}