{"id":"W4285174251","doi":"10.5751/es-13066-270227","title":"Mapping and characterizing social-ecological land systems of South America","year":2022,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Ecology; Geography; Humanities; Biology; Philosophy","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":[0.000202191,0.00004512837,0.0001036505,0.000008036847,0.0006892521,0.000007592645,0.0000547019,0.00004827815,0.0003588388],"category_scores_gemma":[0.000004004812,0.00004228269,0.00003110423,0.00006939126,0.0002387751,0.00002031756,0.0004564036,0.0001024382,0.000003580195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003952962,"about_ca_system_score_gemma":0.000002939598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007134899,"about_ca_topic_score_gemma":0.000004654133,"domain_scores_codex":[0.9995472,0.0000683257,0.00007984385,0.0001336752,0.00006702836,0.0001039049],"domain_scores_gemma":[0.9998404,0.00003342472,0.00006924461,0.00003410752,0.000002219501,0.00002058104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000282451,0.00002529974,0.9886017,0.00001222146,0.00001902064,0.000001007609,0.01014186,0.00003516796,0.0001900701,0.000006785986,0.0007614305,0.0002026024],"study_design_scores_gemma":[0.0001634312,0.0000415168,0.9686549,5.094971e-7,0.000008403264,0.00000133662,0.01324193,0.0006086536,6.965941e-7,0.000009676495,0.01722005,0.00004885718],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984258,0.00003037068,0.00001398631,0.0007155386,0.00006623971,0.00009762041,0.00001023783,0.00001093426,0.0006292742],"genre_scores_gemma":[0.9987745,0.00002892836,0.00005653729,0.0007192917,0.00001402852,0.000009204015,0.000005242458,0.000001465693,0.0003907658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01994678,"threshold_uncertainty_score":0.5301239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01377089002997972,"score_gpt":0.1856254315842025,"score_spread":0.1718545415542228,"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."}}