{"id":"W3170028025","doi":"10.3917/polaf.161.0005","title":"Africa and scholarly commitments: Shifting lines","year":2021,"lang":"fr","type":"article","venue":"Politique africaine","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nautical Research Society","funders":"","keywords":"Humanities; Political science; Philosophy","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":[0.002290802,0.0001854263,0.0002533813,0.00006382861,0.000810862,0.0002469627,0.0001828145,0.0002580034,0.0003606406],"category_scores_gemma":[0.004845814,0.0002151958,0.0000806641,0.0005630833,0.001159022,0.000742894,0.00008889382,0.0003969935,0.00005709058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001518197,"about_ca_system_score_gemma":0.0005167987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009799873,"about_ca_topic_score_gemma":0.0001845202,"domain_scores_codex":[0.9969884,0.001430658,0.0003473276,0.0003776226,0.0002445347,0.0006114789],"domain_scores_gemma":[0.9964917,0.002351506,0.0001435851,0.0001996014,0.0005290239,0.0002845284],"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":[8.013435e-7,0.0001611438,0.01127991,0.00004539189,0.00005758423,0.00000753248,0.109898,8.40451e-7,0.00006234756,0.873261,0.002292265,0.002933156],"study_design_scores_gemma":[0.0003274453,0.00005025351,0.01432031,0.0001368903,0.00008148384,0.00001822931,0.168132,0.00002391994,0.00006481117,0.1153125,0.7012135,0.0003185685],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1893059,0.05235358,0.0003353388,0.5519294,0.003525906,0.0002366315,0.0001011387,0.000117069,0.202095],"genre_scores_gemma":[0.9493787,0.005450166,0.00728016,0.001876245,0.00542062,0.0000379089,0.00004699452,0.00002490722,0.03048434],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7600727,"threshold_uncertainty_score":0.8775429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2676590442393506,"score_gpt":0.4484310234824752,"score_spread":0.1807719792431246,"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."}}