{"id":"W645754353","doi":"","title":"Globalization and language vitality : perspectives from Africa","year":2008,"lang":"en","type":"book","venue":"","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":168,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lingua franca; Swahili; Globalization; Diaspora; Vernacular; Languages of Africa; Geography; Sociology; History; Gender studies; Political science; Humanities; Linguistics; Art","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001612878,0.0008799306,0.0003797784,0.002239288,0.008055953,0.007557774,0.0005889311,0.00142204,0.008234742],"category_scores_gemma":[0.001651499,0.0001978134,0.0003314985,0.002992365,0.007708055,0.007231785,0.005203451,0.002383313,0.0006832148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004267547,"about_ca_system_score_gemma":0.002179413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004934727,"about_ca_topic_score_gemma":0.005792467,"domain_scores_codex":[0.9989256,0.0006525532,0.00003424277,0.00006284385,0.00006677787,0.0002578063],"domain_scores_gemma":[0.9989347,0.0006567198,0.00009303655,0.0000290747,0.0000957671,0.0001907412],"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":[0.00007123358,0.00005855805,0.002191158,0.001088056,0.00001266154,0.002049464,0.1755174,0.0002432922,0.0003771222,0.7169766,0.04217871,0.05923571],"study_design_scores_gemma":[0.000007501404,0.00002116172,0.001657819,0.001739129,0.000007544983,0.0008865535,0.1078816,0.00005238745,0.0001390593,0.04730681,0.8402895,0.00001103208],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.05724852,0.4423892,0.001062456,0.1156822,0.004176239,0.00002517133,0.0001384723,0.00002167293,0.3792561],"genre_scores_gemma":[0.720364,0.20847,0.0005653659,0.007629452,0.003012578,0.00007677644,0.00005288884,0.00004738854,0.0597816],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.008234742,"threshold_uncertainty_score":0.03096336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0489675742871785,"score_gpt":0.4167353163794213,"score_spread":0.3677677420922428,"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."}}