{"id":"W4224212742","doi":"10.55993/hegp.1054946","title":"Surviving a Crisis: Transformation, Adaptation, and Resistance in Higher Education","year":2022,"lang":"en","type":"article","venue":"Higher Education Governance and Policy","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto; Leverhulme Trust","keywords":"Higher education; Resistance (ecology); Soviet union; Political science; Adaptation (eye); Politics; Political economy; Economic system; Development economics; Sociology; Economics; Psychology; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006459112,0.0002271382,0.0003254848,0.001718324,0.0060948,0.009140011,0.0007220539,0.001645662,0.002512144],"category_scores_gemma":[0.008979724,0.0002590441,0.0002308014,0.002086866,0.02190279,0.005488918,0.00739153,0.002416051,0.0001816289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005319699,"about_ca_system_score_gemma":0.003324198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004536549,"about_ca_topic_score_gemma":0.004982362,"domain_scores_codex":[0.9891992,0.007187228,0.0002575637,0.0004384066,0.0006030198,0.002314608],"domain_scores_gemma":[0.9949229,0.002549243,0.0009192142,0.000270921,0.0003224573,0.001015263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00015867,0.0002214595,0.05961643,0.0002029041,0.00003359584,0.001671757,0.8046729,0.0008862073,0.0010081,0.08669197,0.002826246,0.04200967],"study_design_scores_gemma":[0.00001750245,0.0001127145,0.06844335,0.0001831733,0.0000074313,0.0003874249,0.8833457,0.0005428214,0.0003504374,0.02325531,0.02331343,0.00004071448],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9449633,0.001156994,0.001542311,0.01358167,0.00005909324,0.00004705761,0.00001996746,0.00001960918,0.03860976],"genre_scores_gemma":[0.9990987,0.0001667316,0.00007590063,0.0002121186,0.0000081004,0.000008255701,0.000004067908,0.000003560118,0.0004226592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009140011,"threshold_uncertainty_score":0.03859729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02612023556350772,"score_gpt":0.3183898058027408,"score_spread":0.2922695702392331,"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."}}