{"id":"W2322018687","doi":"10.3366/afr.2001.71.3.511","title":"Annie Chéneau-Loquay and Pierre Matarasso, Approche du développement durable en milieu rural africain: les régions côtières de Guinée, Guinée-Bissau et Casamance. Collection bibliothèque du développement. Paris and Montreal: Harmattan, 1998, 267 pp., FF 140, ISBN 2 7384 6611 7 paperback.","year":2001,"lang":"fr","type":"article","venue":"Africa","topic":"Agriculture and Rural Development Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001113358,0.0009068518,0.0008266883,0.000202554,0.001966761,0.000852481,0.0006666279,0.0006564337,0.001457144],"category_scores_gemma":[0.0002164171,0.000471604,0.0002225296,0.003368207,0.0004881966,0.0008735432,0.0006550783,0.0007585406,0.0001771724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004766721,"about_ca_system_score_gemma":0.0001733917,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01208334,"about_ca_topic_score_gemma":0.004024584,"domain_scores_codex":[0.9945182,0.0006850015,0.0009625796,0.001127561,0.000890161,0.001816473],"domain_scores_gemma":[0.9975116,0.0007761608,0.0003517068,0.0002378759,0.0003207069,0.0008020063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002159162,0.0005753477,0.04861416,0.0001661541,0.0002638678,0.0001867127,0.00478154,0.00002267857,0.008168785,0.0002593925,0.9194885,0.01725697],"study_design_scores_gemma":[0.0009772939,0.0005385243,0.2090784,0.000256896,0.0001268995,0.0004247882,0.006232772,0.0003880863,0.0005752337,0.0009970302,0.779491,0.000913102],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.135037,0.04413596,0.00008017165,0.8097226,0.0004703749,0.001445537,0.0001612213,0.0002294616,0.008717704],"genre_scores_gemma":[0.1453203,0.8193682,0.001789378,0.0009139535,0.0008126051,0.0003729864,0.0002693541,0.00002466649,0.03112858],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8088086,"threshold_uncertainty_score":0.9997736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01972378760806958,"score_gpt":0.2484611465966904,"score_spread":0.2287373589886209,"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."}}