{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005747952,0.0001592948,0.0002286196,0.0003682758,0.0002012048,0.000357666,0.0003811083,0.00008467409,0.03171726],"category_scores_gemma":[0.00007590691,0.0001471647,0.0001360136,0.0004862662,0.0001394832,0.001249499,0.00002178925,0.0003099934,0.001427385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001438084,"about_ca_system_score_gemma":0.001742276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002827092,"about_ca_topic_score_gemma":0.0001067388,"domain_scores_codex":[0.9977763,0.0001694006,0.0006160778,0.0002338401,0.00100746,0.0001968773],"domain_scores_gemma":[0.9973645,0.0001230057,0.0003926022,0.0001082689,0.001860038,0.0001516142],"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":[0.00004120406,0.0002559074,0.001313054,0.000007933631,0.0001145073,0.000001689848,0.01450343,0.00001930207,0.0001110271,0.1293578,0.8465874,0.007686708],"study_design_scores_gemma":[0.0001405935,0.00004341154,0.02039017,0.00008931132,0.00002940331,0.000009171383,0.003074306,0.000002950094,0.0005286084,0.007214467,0.968324,0.0001535879],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1188676,0.00452996,0.0007959902,0.219537,0.2604481,0.0004300461,0.00001483295,0.00008281291,0.3952936],"genre_scores_gemma":[0.6346036,0.0003443875,0.001388982,0.0006760287,0.1313161,0.00001903858,0.00002876032,0.00001395251,0.2316092],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5157359,"threshold_uncertainty_score":0.9993501,"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."}}