{"id":"W7131346417","doi":"10.31031/eaes.2025.13.000810","title":"\"Mapping Carbon Stock from Landcover Dynamics within the Southern Slope of Mount Bamboutos, Cameroon\"","year":2025,"lang":"","type":"article","venue":"Environmental Analysis & Ecology Studies","topic":"Synthetic Aperture Radar (SAR) Applications and Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université TÉLUQ","funders":"","keywords":"Stock (firearms); Mount; Carbon stock; Carbon fibers; Satellite","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002488832,0.0003618447,0.0001219089,0.001337733,0.0002688189,0.0004003166,0.0001662592,0.0001783196,0.0009625005],"category_scores_gemma":[0.0003108768,0.0001058296,0.0001592113,0.001394433,0.0001594257,0.0003160332,0.0002578773,0.0001050044,0.000135708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000529769,"about_ca_system_score_gemma":0.0002665826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05953519,"about_ca_topic_score_gemma":0.1172577,"domain_scores_codex":[0.9999456,0.00001244561,0.000003000805,0.00001294904,0.0000053316,0.00002059863],"domain_scores_gemma":[0.9998616,0.00002211234,0.0000509816,0.000009263362,0.00002983556,0.00002619272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008658639,0.00002278935,0.9831861,0.00003344216,0.00002418227,0.0001864882,0.0003224084,0.0006484208,0.002488878,0.00005333253,0.000272514,0.01267483],"study_design_scores_gemma":[0.000001731147,0.0000130379,0.9979864,0.00001120237,0.000009664658,0.00003756071,0.0003828335,0.001114337,0.0001670079,0.00001042635,0.0002632784,0.00000241481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987948,0.0001147501,0.0001022428,0.00001877044,0.000002311054,0.000007110089,0.0007064635,0.000004071382,0.0002496019],"genre_scores_gemma":[0.9987491,0.0001035709,0.0003181433,0.000006846168,0.000002275407,0.0000106301,0.0006746103,0.000001024672,0.0001338758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05953519,"threshold_uncertainty_score":0.1183773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00609130841663645,"score_gpt":0.2158482120616292,"score_spread":0.2097569036449927,"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."}}