{"id":"W4408036569","doi":"10.18357/bigr61202422283","title":"Bridging African Boundaries: Four Reviews of Professor Asiwaju’s Compendium","year":2025,"lang":"en","type":"article","venue":"Borders in Globalization Review","topic":"African history and culture studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Compendium; Bridging (networking); Library science; Philosophy; Computer science; Linguistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001292016,0.0001196651,0.0005332559,0.00005999348,0.0005098897,0.00002755069,0.0002567483,0.00005101011,0.0002009939],"category_scores_gemma":[0.001519455,0.0001088976,0.00009931922,0.001517837,0.0004817127,0.0001106465,0.0000461493,0.0000764129,0.000009962956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002161923,"about_ca_system_score_gemma":0.0004419541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003568508,"about_ca_topic_score_gemma":0.003057008,"domain_scores_codex":[0.9981842,0.0006085514,0.0005633991,0.0002015337,0.0002357403,0.0002065496],"domain_scores_gemma":[0.9992636,0.0000357385,0.0003054831,0.0001813604,0.0001800624,0.0000337631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009151158,0.00008428912,0.005352731,0.004372173,0.00003760449,0.000001965329,0.007563454,0.000003010378,0.00000231346,0.6223638,0.3269321,0.0332774],"study_design_scores_gemma":[0.0001030317,0.000006804628,0.0004364052,0.003512305,0.00004942213,1.445511e-7,0.001973621,0.000002538973,6.7452e-7,0.0009671187,0.9928492,0.00009874257],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.00004204451,0.3732044,0.004054619,0.0116148,0.000681866,0.001817901,0.000009953184,0.00006139006,0.608513],"genre_scores_gemma":[0.178269,0.7974697,0.001473253,0.01040915,0.0001470383,0.0003935026,0.00003787443,0.00002049341,0.01177997],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6659171,"threshold_uncertainty_score":0.4440714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02927322637572247,"score_gpt":0.3618077648307039,"score_spread":0.3325345384549814,"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."}}