{"id":"W4413871420","doi":"10.1007/s10457-025-01297-3","title":"Mapping GIS-based agroforestry land potentiality in Sunamganj, Bangladesh","year":2025,"lang":"en","type":"article","venue":"Agroforestry Systems","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Agroforestry; Geography; Agriculture; Agricultural land; Land use; Geographic information system; Remote sensing; Environmental science; Ecology; Biology; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005978948,0.0002627043,0.0003821242,0.0001305527,0.0001749385,0.0001348193,0.000488451,0.0002456536,0.000297413],"category_scores_gemma":[0.00002109186,0.0002157266,0.0001013925,0.0007154344,0.00004026604,0.0002727101,0.0001848379,0.0002155145,0.0004385712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002309672,"about_ca_system_score_gemma":0.00004614992,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01495181,"about_ca_topic_score_gemma":0.00708479,"domain_scores_codex":[0.9977751,0.0001558355,0.0005921799,0.0005245454,0.0003517051,0.0006006822],"domain_scores_gemma":[0.9990831,0.00008971209,0.0001543496,0.0005366307,0.00001194639,0.0001242322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000226986,0.0000713955,0.9875776,0.0003461411,0.00002039753,0.00005582264,0.00009835303,0.01004051,0.0002051422,0.00009094254,0.001209499,0.0002614707],"study_design_scores_gemma":[0.0009945341,0.00002557782,0.956468,0.0005430692,0.00001515557,0.00001020431,0.0004262855,0.03319182,0.0001972568,0.0002701695,0.007529128,0.0003287504],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825169,0.0002282601,0.0002810626,0.0002938559,0.000912423,0.0004911118,0.00001893416,0.000105235,0.01515225],"genre_scores_gemma":[0.9988467,0.000009609205,0.00004234906,0.0001941442,0.0001103345,0.00007102541,0.00005391819,0.00001656368,0.0006553395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03110958,"threshold_uncertainty_score":0.9916077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00836981085630262,"score_gpt":0.2166658729803004,"score_spread":0.2082960621239978,"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."}}