{"id":"W4253276373","doi":"10.2139/ssrn.3790703","title":"University Governance and Campus Speech","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Communication in Education and Healthcare","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Corporate governance; Business; Political science; Linguistics; Speech recognition; Computer science; Finance; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.004034372,0.0001403104,0.0002963281,0.001257095,0.005630225,0.0127725,0.0005943298,0.002518522,0.02484949],"category_scores_gemma":[0.0220464,0.0001656978,0.0002187099,0.001607709,0.005770888,0.003796091,0.004727822,0.003270042,0.002396953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003677209,"about_ca_system_score_gemma":0.003996704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006273582,"about_ca_topic_score_gemma":0.01025939,"domain_scores_codex":[0.994858,0.002749413,0.0001373636,0.0002777884,0.0004882858,0.001489202],"domain_scores_gemma":[0.9786655,0.008304451,0.002810536,0.001003327,0.001540334,0.007675899],"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":[0.0003217776,0.0005535806,0.09982517,0.00006570398,0.00005101317,0.0007877653,0.07398143,0.0009187298,0.0006486085,0.706529,0.04946253,0.06685469],"study_design_scores_gemma":[0.00009946938,0.0002337031,0.228609,0.0002764683,0.00005948536,0.0003047373,0.29213,0.002150339,0.0009881651,0.2779211,0.1970927,0.0001349008],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5627118,0.001048266,0.00131003,0.03882355,0.000462299,0.00003175291,0.0001515443,0.00007585101,0.3953849],"genre_scores_gemma":[0.9894189,0.00009141277,0.00003918042,0.0005227915,0.00006530546,0.000006429713,0.00001615807,0.0000104147,0.009829373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02484949,"threshold_uncertainty_score":0.08312988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02115910355322474,"score_gpt":0.3125089866523683,"score_spread":0.2913498830991435,"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."}}