{"id":"W4401276497","doi":"10.32674/jcihe.v16i3.6952","title":"JCIHE: Vol. 16, Issue 3, Special Summer Issue Introduction","year":2024,"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":"Computer 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":[],"consensus_categories":[],"category_scores_codex":[0.004452501,0.001653218,0.001743962,0.004971882,0.004221762,0.01732351,0.002260731,0.004501514,0.1932373],"category_scores_gemma":[0.01667457,0.0006445321,0.001163788,0.004207407,0.002090169,0.00516908,0.004409318,0.004542207,0.09171132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003837502,"about_ca_system_score_gemma":0.008327198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002152418,"about_ca_topic_score_gemma":0.003896457,"domain_scores_codex":[0.9956983,0.0003959902,0.000346383,0.0004082019,0.002573622,0.0005775852],"domain_scores_gemma":[0.9764076,0.003005329,0.001144576,0.001309577,0.01246406,0.005668885],"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":[0.00001753975,0.00002498197,0.0001693015,0.0002642327,0.000003592856,0.00005121286,0.00003982297,0.000018574,0.0001181435,0.0006083517,0.9881355,0.01054887],"study_design_scores_gemma":[0.000007179397,0.00001755123,0.0009311084,0.0004013005,0.000003669742,0.0001077988,0.0001111894,0.00003579634,0.0001054919,0.0003747891,0.997893,0.00001108604],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0008339411,0.01177588,0.0003414313,0.04609208,0.8595834,0.0001759993,0.00112028,0.0004993783,0.07957761],"genre_scores_gemma":[0.006173993,0.01618332,0.000642397,0.02542534,0.6393909,0.0002708576,0.001886897,0.001070108,0.3089561],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1932373,"threshold_uncertainty_score":0.6464432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03291847634557563,"score_gpt":0.4009331665836589,"score_spread":0.3680146902380833,"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."}}