{"id":"W4407172067","doi":"10.4018/979-8-3693-7793-2.ch014","title":"Global Case Studies","year":2025,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Educational Leadership and Innovation","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002942338,0.0002452199,0.0002903185,0.00004916891,0.0005030907,0.00008416336,0.000231524,0.0003782093,0.00009587276],"category_scores_gemma":[0.0002068765,0.0002581569,0.0001319523,0.00007250922,0.0004340363,0.00006333805,0.00006706019,0.0001549567,0.0001238156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001266959,"about_ca_system_score_gemma":0.001381052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001099047,"about_ca_topic_score_gemma":0.007388658,"domain_scores_codex":[0.998556,0.00004165105,0.0003133527,0.000353215,0.0004447647,0.0002909801],"domain_scores_gemma":[0.9988895,0.00008257235,0.000171168,0.0002245087,0.0005379595,0.00009428815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000587455,0.000005724816,0.00006084103,0.00002861387,0.0001192023,0.0001563788,0.0008493314,2.078012e-7,4.074516e-8,0.92377,0.06961829,0.005385489],"study_design_scores_gemma":[0.00007184205,0.00001484825,0.000009465544,0.000122773,0.00006289984,0.00004644019,0.002929349,1.765642e-7,3.325501e-7,0.6664743,0.3300658,0.0002017671],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001146428,0.001177431,0.00001188029,0.00232519,0.002061501,0.0002885309,0.0001751329,0.0001204922,0.9937252],"genre_scores_gemma":[0.1992857,0.00003397198,0.0002641187,0.002824729,0.001558479,0.00002157499,0.000009957792,0.0000115767,0.7959899],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2604475,"threshold_uncertainty_score":0.9999871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07688797136699163,"score_gpt":0.3776066956063299,"score_spread":0.3007187242393382,"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."}}