{"id":"W3123431028","doi":"10.20944/preprints202003.0087.v1","title":"The Global Forest Transition is a Human Affair","year":2020,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Agency (philosophy); Deforestation (computer science); Politics; Climate change; Reducing emissions from deforestation and forest degradation; Environmental resource management; Ecosystem services; Business; Political science; Environmental planning; Ecology; Ecosystem; Geography; Computer science; Economics; Sociology; Carbon stock","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003403086,0.0003262834,0.0002262229,0.00001878714,0.0003791932,0.00007238264,0.001193365,0.0001940093,0.006455982],"category_scores_gemma":[0.0000345108,0.0002732097,0.0002549383,0.0001938734,0.0003176224,0.0001095713,0.002997562,0.0004889844,0.02516135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003247791,"about_ca_system_score_gemma":0.00001920388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001335214,"about_ca_topic_score_gemma":0.0008756065,"domain_scores_codex":[0.9978682,0.00009473115,0.0003110036,0.0008306761,0.000474593,0.0004208433],"domain_scores_gemma":[0.9985647,0.00002105542,0.0001789834,0.001060421,0.000008440952,0.0001664618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004931768,0.00008605755,0.9651777,0.00008682583,0.0001135299,0.00001831919,0.001703862,0.001905301,0.000273319,0.007708357,0.02212702,0.0007503894],"study_design_scores_gemma":[0.0002854991,0.00002811829,0.729587,0.00004314244,0.00008496112,0.000002367316,0.00004603755,0.001439615,0.000345716,0.0436451,0.2240334,0.0004591008],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7748677,0.00002341587,0.00007117704,0.01796399,0.000294526,0.0007385439,0.00003811951,0.0001908964,0.2058116],"genre_scores_gemma":[0.994211,0.00006693076,0.0000444011,0.001067687,0.0002280218,0.0001232274,0.0000512707,0.00002539256,0.004182064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2355907,"threshold_uncertainty_score":0.999972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08080212702499659,"score_gpt":0.3298936229898188,"score_spread":0.2490914959648222,"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."}}