{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005209898,0.0001876294,0.0001708312,0.0004243242,0.001339948,0.003352974,0.0001886377,0.001384964,0.01667345],"category_scores_gemma":[0.001143866,0.00007697819,0.0002137261,0.0009720456,0.003098023,0.003337,0.00212639,0.001626886,0.001877138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001020325,"about_ca_system_score_gemma":0.001187648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005604487,"about_ca_topic_score_gemma":0.007656489,"domain_scores_codex":[0.9997088,0.00009382155,0.000007957138,0.00005466877,0.00007802724,0.00005662544],"domain_scores_gemma":[0.9995002,0.0001584108,0.00006187367,0.00006913753,0.0000591798,0.0001511862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009188477,0.00009571067,0.008901129,0.0003101757,0.00003209864,0.0004523862,0.003320496,0.001710051,0.001616979,0.5328433,0.218566,0.2320599],"study_design_scores_gemma":[0.000008871313,0.0000196744,0.01319783,0.000193266,0.000010121,0.000270558,0.005158932,0.0005262549,0.0002918507,0.2763076,0.7039992,0.00001579201],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1375369,0.01763795,0.01473562,0.2413373,0.004802728,0.0000796435,0.001759508,0.001253549,0.5808568],"genre_scores_gemma":[0.9223101,0.01223963,0.006233978,0.008826665,0.00123163,0.00005144155,0.0008844642,0.0002043168,0.04801777],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01667345,"threshold_uncertainty_score":0.05577821,"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."}}