{"id":"W3097416174","doi":"10.1080/03057925.2020.1838121","title":"Comparative and international higher education in a new key? Thoughts on the post-pandemic prospects of scholarship","year":2020,"lang":"en","type":"article","venue":"Compare A Journal of Comparative and International Education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; York University; University of Toronto","funders":"","keywords":"Scholarship; Pandemic; Coronavirus disease 2019 (COVID-19); Political science; 2019-20 coronavirus outbreak; Key (lock); Higher education; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Sociology; Library science; Media studies; Medicine; Virology; Law; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000369666,0.0001391279,0.0002837993,0.0001906491,0.0001239883,0.0001356558,0.0003787173,0.00004219888,0.0002584007],"category_scores_gemma":[0.0001884605,0.0001090512,0.00004980612,0.0002735856,0.0001601957,0.0006658168,0.00003848206,0.0002919389,0.00001190749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002156275,"about_ca_system_score_gemma":0.003456663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001291505,"about_ca_topic_score_gemma":0.0002008786,"domain_scores_codex":[0.9985115,0.0002007382,0.0005238589,0.0001830022,0.0004632092,0.0001176757],"domain_scores_gemma":[0.9976669,0.0002691427,0.0006358944,0.00007150973,0.001182335,0.0001742463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008094483,0.001207725,0.4218334,0.00002410811,0.0002540979,9.337662e-7,0.211593,0.00007383625,0.0008445759,0.2639454,0.08853671,0.01087681],"study_design_scores_gemma":[0.0006781181,0.0001673062,0.7615798,0.000347559,0.00001930355,0.000008777783,0.01578688,0.00003436681,0.0004530653,0.01401307,0.2067355,0.0001763264],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.946453,0.002099123,0.00004732228,0.03684349,0.001983299,0.0002816637,0.000005307611,0.000006577837,0.0122802],"genre_scores_gemma":[0.9917117,0.0003365682,0.0007042587,0.002288506,0.001327485,0.00001120537,0.00001272219,0.000005122163,0.003602433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3397464,"threshold_uncertainty_score":0.6131972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.132186992600742,"score_gpt":0.4292630039237091,"score_spread":0.2970760113229672,"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."}}