{"id":"W3135228086","doi":"10.2139/ssrn.2944715","title":"Forests in a Changing Climate: A Sourcebook for Integrating REDD into Academic Programmes","year":2014,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Meteorological and Oceanographic Society; McGill University","funders":"","keywords":"Climate change; Environmental resource management; Environmental science; Climatology; Forestry; Geography; 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":[0.002685052,0.0008780998,0.0007687312,0.006814402,0.001055402,0.005057526,0.001816568,0.00114906,0.1295181],"category_scores_gemma":[0.00666333,0.0006393678,0.0004765129,0.009821278,0.0004887499,0.004213315,0.002640262,0.002152679,0.05127133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002221401,"about_ca_system_score_gemma":0.006209364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008009182,"about_ca_topic_score_gemma":0.01481925,"domain_scores_codex":[0.9987735,0.0001717149,0.0001611335,0.00008914845,0.0007046948,0.00009976766],"domain_scores_gemma":[0.9939713,0.002266831,0.0003027204,0.0006963668,0.001892013,0.0008707175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002414012,0.0001129668,0.0003667506,0.0003451325,0.000003475714,0.00003812874,0.0002002093,0.0008252435,0.000371895,0.005397688,0.6351819,0.3571324],"study_design_scores_gemma":[0.000009544952,0.00001289843,0.001185681,0.0001709853,0.000002136545,0.00004235169,0.0001154251,0.0002028793,0.000179247,0.002888669,0.9951782,0.00001200347],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004431874,0.02093029,0.06706201,0.01739272,0.009051425,0.002873884,0.0879328,0.01310232,0.7772227],"genre_scores_gemma":[0.01366541,0.02213961,0.1272008,0.002820995,0.001668951,0.001665398,0.04579946,0.005245721,0.7797937],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1295181,"threshold_uncertainty_score":0.4332813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006388170735237794,"score_gpt":0.2598265951029317,"score_spread":0.2534384243676939,"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."}}