{"id":"W4378418610","doi":"10.32674/jcihe.v15i1.5674","title":"JCIHE: Vol. 15 Issue 1, 2023","year":2023,"lang":"en","type":"article","venue":"Journal of Comparative & International Higher Education","topic":"Global Educational Policies and Reforms","field":"Social Sciences","cited_by":1,"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":[0.0005175384,0.000106535,0.0001815595,0.0003363737,0.00023818,0.0001150762,0.0004741884,0.00006738331,0.003480337],"category_scores_gemma":[0.0001171519,0.00008467658,0.0001340246,0.0006283243,0.000160992,0.0005391946,0.00003187142,0.0001808966,0.001105348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004058411,"about_ca_system_score_gemma":0.001029281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006702408,"about_ca_topic_score_gemma":0.00008836279,"domain_scores_codex":[0.9983338,0.00009946097,0.0004331906,0.0001123965,0.0008146617,0.0002065085],"domain_scores_gemma":[0.9971691,0.0001221248,0.0004471163,0.00008446138,0.002008172,0.0001689905],"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":[0.00002447394,0.000191266,0.001920812,0.000003081141,0.00007408562,9.359863e-7,0.005595354,0.0001681816,0.00008867467,0.142505,0.8484423,0.0009858417],"study_design_scores_gemma":[0.0001351116,0.00003700757,0.1049441,0.00003758186,0.00001150537,0.000003991837,0.007214389,0.0000128506,0.00004455182,0.01306626,0.8744049,0.00008773294],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4550519,0.0009424132,0.0000251669,0.08502617,0.04630642,0.0002304272,0.00001956698,0.00005125664,0.4123467],"genre_scores_gemma":[0.7694985,0.0002000295,0.0001861546,0.0007983115,0.007826812,0.00001022773,0.00002803557,0.000006633751,0.2214453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3144466,"threshold_uncertainty_score":0.9996724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04988758774459856,"score_gpt":0.440968894516001,"score_spread":0.3910813067714025,"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."}}