{"id":"W4386819906","doi":"10.32674/jcihe.v15i4.6172","title":"JCIHE: Vol. 15 Issue 4, 2023 Introduction","year":2023,"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":"Environmental science","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":["insufficient_payload"],"category_scores_codex":[0.000703071,0.0001213916,0.0002012133,0.0004128849,0.0002379517,0.000136247,0.0003993534,0.00006788842,0.007630743],"category_scores_gemma":[0.000142457,0.0001168802,0.00009909656,0.0008191571,0.0001107877,0.0008297104,0.00002596989,0.0002049993,0.001697049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005940849,"about_ca_system_score_gemma":0.001125016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001556564,"about_ca_topic_score_gemma":0.00005116285,"domain_scores_codex":[0.9979523,0.0001658823,0.0005381029,0.0001734621,0.0009715258,0.0001986815],"domain_scores_gemma":[0.996653,0.0001204134,0.0006267168,0.0001113703,0.002347525,0.0001410276],"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":[0.00003807955,0.000212108,0.00430855,0.000003470542,0.00007616411,0.000001132135,0.009478888,0.0001056569,0.0002284011,0.05451978,0.928892,0.002135836],"study_design_scores_gemma":[0.0001675861,0.00003091605,0.1375726,0.00003027792,0.00001194461,0.000003165871,0.003393,0.000004821078,0.0002285939,0.004401507,0.8540494,0.0001061955],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.502876,0.0009849005,0.0002724182,0.1941345,0.1203455,0.0004419872,0.000013693,0.0001182988,0.1808127],"genre_scores_gemma":[0.74147,0.0003034475,0.000852233,0.0005955619,0.01936893,0.00002525583,0.00004097633,0.000009831846,0.2373338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.238594,"threshold_uncertainty_score":0.9990802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03833876378553782,"score_gpt":0.4048595651734961,"score_spread":0.3665208013879583,"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."}}