{"id":"W4409400514","doi":"10.20944/preprints202504.0928.v1","title":"What Role for Local Communities in the Conservation of the Bontioli Forest, Burkina Faso?","year":2025,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"African Botany and Ecology Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Geography; Agroforestry; Environmental protection; Environmental planning; Forestry; Environmental science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001875603,0.0001797524,0.0001888526,0.000651164,0.005329209,0.004067214,0.0005098024,0.0008908054,0.004341559],"category_scores_gemma":[0.003748589,0.0001353122,0.000075907,0.0008070578,0.002339216,0.003114126,0.00185326,0.0006095998,0.0002134235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003647311,"about_ca_system_score_gemma":0.00430613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07582449,"about_ca_topic_score_gemma":0.1547843,"domain_scores_codex":[0.9991604,0.0004750152,0.00001601449,0.00004948278,0.00003931769,0.0002597925],"domain_scores_gemma":[0.9984739,0.0003658777,0.0003073504,0.00002917915,0.0001978415,0.0006258669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000232639,0.0004235676,0.3568774,0.001459707,0.00005341775,0.003479299,0.4078812,0.0003166133,0.003489597,0.02343634,0.006284607,0.1960657],"study_design_scores_gemma":[0.00001818253,0.0001117784,0.1742282,0.00146845,0.0000425083,0.000492067,0.7834679,0.0002540618,0.0003216181,0.005587869,0.03397471,0.0000325952],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9487683,0.006316926,0.0002890329,0.02565202,0.00006865153,0.00006132312,0.00007573709,0.000007608229,0.0187605],"genre_scores_gemma":[0.9969602,0.001251259,0.0002217798,0.0005618539,0.000009572856,0.00001820763,0.00001277653,0.000001372863,0.0009628914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07582449,"threshold_uncertainty_score":0.1507663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1109103794901125,"score_gpt":0.3009042864743579,"score_spread":0.1899939069842454,"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."}}