{"id":"W7115811508","doi":"","title":"School of Hard Knocks: Exploring how and to what extent universities and colleges in Ontario balance the reputational risks and benefits associated with contact intercollegiate sports","year":2020,"lang":"","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Corporate Identity and Reputation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reputation; Context (archaeology); Stakeholder; Value (mathematics); Higher education; Balance (ability); Stakeholder engagement","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":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002326619,0.0004366401,0.0006010425,0.0004648179,0.0004598289,0.00104737,0.0002030126,0.000178799,0.001541417],"category_scores_gemma":[0.00004316013,0.0004238706,0.00006716325,0.0009831049,0.0001237338,0.004678569,0.0003207377,0.0004296985,0.000002456112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003755005,"about_ca_system_score_gemma":0.0002908998,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01341323,"about_ca_topic_score_gemma":0.2398781,"domain_scores_codex":[0.9981683,0.0000677432,0.0003263942,0.0007090582,0.0004241494,0.0003042857],"domain_scores_gemma":[0.9984532,0.0001172453,0.0007883277,0.0001344098,0.0004264494,0.00008037945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003648516,0.0001378025,0.9465905,0.001131597,0.0007079097,0.0005251485,0.01222951,0.003122958,0.00007202393,0.002742436,0.0001234425,0.0289681],"study_design_scores_gemma":[0.002113471,0.0001370052,0.8261483,0.004018123,0.0004733871,0.000003838871,0.1598869,0.0006815952,0.00001537803,0.00008372969,0.005969576,0.0004687058],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931492,0.0006085226,0.00004421588,0.0007779782,0.0003060227,0.0008668007,0.00001707306,0.00002373579,0.004206511],"genre_scores_gemma":[0.9436742,0.001042615,0.00008207971,0.0001236647,0.00005252636,0.000004596841,0.000139058,0.00003056647,0.05485072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2264649,"threshold_uncertainty_score":0.9999896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03782408689293235,"score_gpt":0.1915527318539042,"score_spread":0.1537286449609718,"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."}}