{"id":"W4213023156","doi":"10.3390/geographies2010006","title":"Spatial and Temporal Change of Land Cover in Protected Areas in Malawi: Implications for Conservation Management","year":2022,"lang":"en","type":"article","venue":"Geographies","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Land cover; Land use; Ecosystem services; Biodiversity; Geography; National park; Sustainability; Vegetation (pathology); Context (archaeology); Agroforestry; Land management; Forest management; Environmental resource management; Environmental science; Ecosystem; Ecology","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":[0.0002995055,0.0001029783,0.000101876,0.000929936,0.000309045,0.0006225772,0.0001448544,0.0001608992,0.0007925399],"category_scores_gemma":[0.0008567938,0.00007639463,0.0001312269,0.00164918,0.0004257815,0.0006272494,0.0004917026,0.0002101807,0.0000607318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007476111,"about_ca_system_score_gemma":0.0003673755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03657667,"about_ca_topic_score_gemma":0.09196124,"domain_scores_codex":[0.9998478,0.00004077246,0.00001610331,0.00002407478,0.0000211277,0.00005021416],"domain_scores_gemma":[0.9994666,0.00007244616,0.0003261,0.00001800904,0.00005825979,0.00005854328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001961368,0.00001028443,0.990805,0.00002970626,0.00002199936,0.0001303973,0.0009765487,0.000218243,0.0004484543,0.0001118544,0.0001618615,0.007066085],"study_design_scores_gemma":[1.948111e-7,0.000004303865,0.9985135,0.000006848092,0.000003346667,0.00003811266,0.0008718937,0.0002376872,0.00002483468,0.00001911353,0.0002791603,0.000001005698],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988662,0.0003634905,0.000073883,0.000144258,0.000002582796,0.000003385884,0.0002472564,0.000001634374,0.0002973481],"genre_scores_gemma":[0.999486,0.0001749795,0.00009399065,0.00001055207,0.000003217367,0.000003285418,0.0001258686,4.826688e-7,0.0001015865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03657667,"threshold_uncertainty_score":0.0727275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01767040824839955,"score_gpt":0.2195026317576896,"score_spread":0.20183222350929,"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."}}