{"id":"W4417491310","doi":"10.2139/ssrn.5937837","title":"The Corporatization of Universities and Unions as Agents of Resistance","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Academic Freedom and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Corporatization; Context (archaeology); Corporate governance; Resistance (ecology); Securitization; Higher education; Public sector","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01654804,0.0004127078,0.0007351468,0.003553249,0.01605411,0.02057637,0.002307177,0.01093411,0.01627528],"category_scores_gemma":[0.03615672,0.0006781407,0.0005350382,0.003495447,0.0588175,0.01217928,0.01030268,0.007787018,0.001273512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007797975,"about_ca_system_score_gemma":0.00615775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00405857,"about_ca_topic_score_gemma":0.003686073,"domain_scores_codex":[0.9774877,0.01418548,0.0004038369,0.001763083,0.002749636,0.003410249],"domain_scores_gemma":[0.9592328,0.02775462,0.004915914,0.003568762,0.001868654,0.002659265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002043433,0.00002811053,0.0006183267,0.00001403169,0.000004733949,0.00007850503,0.01849882,0.000159346,0.0001042786,0.9760472,0.001813262,0.002612935],"study_design_scores_gemma":[0.0001008643,0.00006566686,0.003594163,0.000185241,0.00001850806,0.0002040841,0.03628176,0.00148533,0.0004946403,0.852289,0.1052373,0.0000433887],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1632141,0.00113421,0.007340254,0.03572588,0.0003012525,0.00006756821,0.00004863086,0.00006717647,0.792101],"genre_scores_gemma":[0.9816907,0.0001502678,0.0003353517,0.001213091,0.0001695658,0.00004761446,0.00001012049,0.00002851172,0.01635482],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9839459,"threshold_uncertainty_score":0.08751541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01205008231478604,"score_gpt":0.2875457765513365,"score_spread":0.2754956942365505,"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."}}