{"id":"W4408060833","doi":"10.1145/3712201","title":"INTERNATIONAL: CompEd 2025 Botswana: Distinctly African with International Standing","year":2025,"lang":"en","type":"article","venue":"ACM Inroads","topic":"ICT Impact and Policies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"International relations; Political science; Politics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002126804,0.0004618986,0.0001501254,0.0008539073,0.002089169,0.004147128,0.001076345,0.003847919,0.04910366],"category_scores_gemma":[0.004916318,0.0002405665,0.0001953475,0.0009419938,0.0009083152,0.002682376,0.002215879,0.002964861,0.006459529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003860788,"about_ca_system_score_gemma":0.01177981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04643632,"about_ca_topic_score_gemma":0.05588244,"domain_scores_codex":[0.9991192,0.0001019379,0.00003161359,0.00006644197,0.0002940708,0.0003867848],"domain_scores_gemma":[0.9987291,0.0002320604,0.00006425883,0.0001015203,0.0004385126,0.000434601],"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":[0.0001497615,0.00007640741,0.001789992,0.0004253471,0.000005837804,0.0005301968,0.001754303,0.0001349921,0.002453204,0.1114295,0.8072364,0.07401406],"study_design_scores_gemma":[0.00001282115,0.00001441326,0.001601263,0.0001294554,0.000003072237,0.00005917271,0.0005949919,0.0000394996,0.0005730293,0.002178316,0.9947858,0.000008156016],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03184358,0.007891254,0.002920374,0.1408091,0.01905284,0.0004775407,0.007989476,0.001297026,0.7877188],"genre_scores_gemma":[0.1448226,0.002256681,0.004477574,0.04206723,0.0007617899,0.0005228139,0.003482507,0.0007978056,0.800811],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04910366,"threshold_uncertainty_score":0.1642681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01166258357278892,"score_gpt":0.2664282425398339,"score_spread":0.254765658967045,"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."}}