{"id":"W7083199600","doi":"10.4000/14qqo","title":"Introduction - Environmental conflicts and community management of natural protected areas in French-speaking Africa","year":2024,"lang":"en","type":"article","venue":"VertigO","topic":"Data Analysis with R","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton; Université du Québec à Montréal","funders":"","keywords":"Politics; Natural resource; Riparian zone; Natural resource management; Protected area; Appropriation; Biodiversity conservation; Ecosystem management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002408175,0.00007945328,0.0001031032,0.0001533548,0.0000577537,0.00007716972,0.0003298694,0.00002205756,0.00001928383],"category_scores_gemma":[0.00001095494,0.00007146042,0.00002205577,0.0003808627,0.00005205755,0.0003863687,0.0003795668,0.0002514326,0.00001196649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005778618,"about_ca_system_score_gemma":0.000005029871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001082417,"about_ca_topic_score_gemma":0.00002571007,"domain_scores_codex":[0.999204,0.0001301655,0.0001590118,0.0002117005,0.0001722742,0.0001228572],"domain_scores_gemma":[0.9994936,0.0000293713,0.0000318752,0.0004139585,0.000005309956,0.00002590628],"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":[0.0001084771,0.002119303,0.03678282,0.002357592,0.001727993,0.0006566437,0.0779469,0.0006438167,0.1632988,0.1044209,0.008050843,0.6018859],"study_design_scores_gemma":[0.001218135,0.0003134214,0.587115,0.000550341,0.0001375362,0.00006897778,0.001085549,0.2808005,0.01684139,0.003283438,0.1078191,0.0007665039],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9700874,0.0009475909,0.02705249,0.0005588362,0.0002701985,0.0002708158,0.000007268862,0.0001059392,0.000699445],"genre_scores_gemma":[0.9935468,0.00002566234,0.006257479,0.00001103996,0.00002155124,0.00001081869,0.00001455205,0.000003901746,0.0001081899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6011193,"threshold_uncertainty_score":0.2914071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01238079781354938,"score_gpt":0.2185060304100255,"score_spread":0.2061252325964761,"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."}}