{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003094272,0.0009923324,0.0009309917,0.003705119,0.003939909,0.01573583,0.001859268,0.004849369,0.3735067],"category_scores_gemma":[0.01049202,0.0005294787,0.0009088485,0.005153031,0.001416955,0.00325965,0.002840132,0.003131248,0.2892719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003845027,"about_ca_system_score_gemma":0.01076246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0100749,"about_ca_topic_score_gemma":0.01546868,"domain_scores_codex":[0.9969745,0.0002133161,0.0001963373,0.0002361221,0.00191891,0.0004608643],"domain_scores_gemma":[0.9911407,0.0009734891,0.0004808222,0.0006328268,0.004496035,0.002276229],"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":[0.000008625884,0.00001711075,0.0002086535,0.00009529712,0.000001710371,0.00002351113,0.00001569307,0.000008973633,0.00005336734,0.0007124854,0.9921373,0.006717228],"study_design_scores_gemma":[0.00001049455,0.00001082196,0.001907354,0.0002524427,0.000001984611,0.00004842178,0.0000945931,0.0000286318,0.0000934899,0.0004585267,0.9970836,0.00000951307],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002583065,0.009455066,0.0003923999,0.06279011,0.1992088,0.0006418796,0.01765771,0.001685401,0.7055855],"genre_scores_gemma":[0.008697181,0.006311447,0.0007096249,0.03712802,0.04301885,0.0005411299,0.009360312,0.0009188708,0.8933147],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6264933,"threshold_uncertainty_score":0.8936167,"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."}}