{"id":"W4415677138","doi":"10.64899/2151-0407.1108","title":"Introduction","year":2022,"lang":"en","type":"article","venue":"Journal of Comparative & International Higher Education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Higher education; Comparative education; International relations; International education","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000577127,0.00007055618,0.0001263935,0.00021875,0.0004112103,0.00006490931,0.0003659148,0.00001893206,0.01555722],"category_scores_gemma":[0.00002710074,0.0000731527,0.00007302836,0.0003184768,0.00006209553,0.0004892407,0.00003242955,0.000217771,0.00006061854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001051546,"about_ca_system_score_gemma":0.001295893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008716275,"about_ca_topic_score_gemma":0.00001115707,"domain_scores_codex":[0.9982259,0.0002351094,0.0003794345,0.0001087176,0.0009406591,0.0001101782],"domain_scores_gemma":[0.9983683,0.00005962146,0.0005978281,0.00007427902,0.0008199711,0.00008000161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007138375,0.0005680594,0.004323991,0.000001190278,0.00006498199,8.136156e-7,0.0166828,0.0003068024,0.0002231711,0.3210101,0.6546913,0.002055365],"study_design_scores_gemma":[0.0001516555,0.00004713081,0.05437779,0.00000471452,0.000008565401,0.00001081353,0.005393434,0.000001341176,0.00008832221,0.005186662,0.9346561,0.00007343959],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5671204,0.001045477,0.0002905733,0.158349,0.06216602,0.0002645688,0.00000857528,0.00003071141,0.2107247],"genre_scores_gemma":[0.9242515,0.00004412874,0.001109022,0.0007657113,0.006004978,0.00003010965,0.0000139673,0.000004858706,0.06777573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3571311,"threshold_uncertainty_score":0.9853427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03368739161444546,"score_gpt":0.3870861943943281,"score_spread":0.3533988027798827,"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."}}