{"id":"W1778530263","doi":"10.5751/es-00632-090115","title":"The Role of Fire in Changing Land Use and Livelihoods in Riau-Sumatra","year":2004,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Water and Land Management","field":"Environmental Science","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Livelihood; Geography; Environmental resource management; Land use; Fire regime; Agroforestry; Forestry; Environmental science; Ecology; Agriculture; Archaeology; Ecosystem; Engineering; Civil engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001871992,0.00003218753,0.0000513111,0.000006192125,0.00006856358,0.000006866928,0.00003078116,0.00003495163,0.00001560014],"category_scores_gemma":[0.000003984111,0.00002181461,0.00001143606,0.00005311457,0.00008847155,0.00005182577,0.00008446028,0.00004664156,0.000001730018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001880868,"about_ca_system_score_gemma":0.000001720355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004340301,"about_ca_topic_score_gemma":0.001691955,"domain_scores_codex":[0.9997156,0.00001493196,0.00005731302,0.0000751781,0.00002372176,0.000113238],"domain_scores_gemma":[0.9999083,0.00003019499,0.00001252128,0.00003595322,6.058723e-7,0.00001244928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003303759,0.00002241717,0.9906912,0.000003443055,0.000004073643,0.000001354053,0.007166546,0.0001693462,0.00006042402,0.0002927613,0.00004122347,0.001543928],"study_design_scores_gemma":[0.0003543002,0.0000223302,0.9947701,0.000003633887,0.000002151035,8.370296e-7,0.001197248,0.000309684,0.00006130469,0.002106608,0.001141949,0.00002983668],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990031,0.0001101622,0.000003569864,0.0002299444,0.00001782928,0.00006772771,6.189258e-7,0.000002440716,0.0005646254],"genre_scores_gemma":[0.9991876,0.0004821606,0.000106639,0.0001163749,0.000004260613,0.000005621675,5.021533e-7,0.000001359043,0.00009543317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005969299,"threshold_uncertainty_score":0.09441508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00456426816499755,"score_gpt":0.185843852924559,"score_spread":0.1812795847595615,"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."}}