{"id":"W1969103884","doi":"10.5296/ijl.v3i1.1149","title":"Review of A Descriptive Grammar of Bafut by Pius N. TAMANJI","year":2011,"lang":"en","type":"review","venue":"International Journal of Linguistics","topic":"Linguistic Studies and Language Acquisition","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Bantu languages; Grammar; Indigenous; Government (linguistics); Linguistics; The Republic; Indigenous language; Promotion (chess); Political science; Sociology; Law; Philosophy; Politics; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007336594,0.0002761082,0.001518719,0.0002701582,0.00002255145,0.00003040665,0.002125667,0.0001201814,0.00006466354],"category_scores_gemma":[0.007452246,0.0002118623,0.0006948193,0.0002181868,0.00009761519,0.0000435857,0.000355841,0.0003274104,0.000005539101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001620621,"about_ca_system_score_gemma":0.0004523689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001579983,"about_ca_topic_score_gemma":0.000003303733,"domain_scores_codex":[0.9968668,0.000129239,0.001959234,0.0002024352,0.0006806068,0.0001616908],"domain_scores_gemma":[0.9897776,0.0003851177,0.00391753,0.000339226,0.005495817,0.00008476897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001496489,0.0002815819,0.000002662031,0.02932572,0.001596126,0.0002796938,0.0006301951,3.727539e-7,7.10539e-7,0.03852153,0.0493084,0.880038],"study_design_scores_gemma":[0.0001503145,0.0001330673,7.314923e-7,0.09399639,0.0005056863,0.000121372,0.00001530023,0.000009051102,0.000007925998,0.0006744247,0.9042293,0.0001563856],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.490827e-7,0.9661862,0.02526852,0.00001771055,0.005999045,0.0001452701,0.0001146364,0.000007087722,0.00226138],"genre_scores_gemma":[0.00002757519,0.9840349,0.01394913,0.0001898106,0.00165354,0.000002817445,0.00002325458,0.00001877589,0.0001001811],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8798817,"threshold_uncertainty_score":0.8921573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05041548364246611,"score_gpt":0.3430611472938311,"score_spread":0.292645663651365,"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."}}