{"id":"W654804313","doi":"10.71781/13052","title":"Sociétés rurales et développement durable : transformations récentes des agricultures, stratégies paysannes et soutenabilité des systèmes ruraux en Afrique sahélo-soudanienne : cas du département de Bignona (Sénégal méridional)","year":2007,"lang":"fr","type":"dissertation","venue":"Open MIND","topic":"Agriculture and Rural Development Research","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Humanities; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00290627,0.001119907,0.001003702,0.000111214,0.002268604,0.001691205,0.001602664,0.0008390704,0.007032035],"category_scores_gemma":[0.0002193971,0.0004930928,0.0005194955,0.000966164,0.0004916577,0.00162144,0.0002867419,0.0008917354,0.0004194606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000910942,"about_ca_system_score_gemma":0.0006997565,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006631949,"about_ca_topic_score_gemma":0.07532357,"domain_scores_codex":[0.9936308,0.000915672,0.001498796,0.001084822,0.001153949,0.001715934],"domain_scores_gemma":[0.9969223,0.0008738736,0.0005024963,0.0001769239,0.0009279823,0.0005964353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001134109,0.004743706,0.05564111,0.002226245,0.002378584,0.0003500712,0.1723163,0.001052451,0.3038406,0.02346881,0.03622937,0.3966187],"study_design_scores_gemma":[0.0007474984,0.0007779885,0.7474863,0.002037427,0.0002083432,0.0001304717,0.1696867,0.00003300215,0.03964182,0.005974911,0.03175674,0.001518768],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9484954,0.003248556,0.0001106485,0.03593697,0.0004100785,0.003009773,0.0006909386,0.00003412487,0.008063505],"genre_scores_gemma":[0.9476689,0.01491231,0.005491487,0.0001845192,0.0004788375,0.000626819,0.00983943,0.00002038229,0.02077733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6918452,"threshold_uncertainty_score":0.999983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04405701395295988,"score_gpt":0.3525126470446224,"score_spread":0.3084556330916626,"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."}}