{"id":"W4391086441","doi":"10.2139/ssrn.4446217","title":"Envisioning Better Forest Transitions: Recent Innovations and a Look Forward","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Government of Canada; Canadian Forest Service","funders":"","keywords":"Scholarship; Land cover; Geography; Forest plot; Land use; Ecology; Economics; Political science","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":[0.01492296,0.001026038,0.001130722,0.001289079,0.001751512,0.01217254,0.003339831,0.01475359,0.02193897],"category_scores_gemma":[0.01698511,0.0003908113,0.0009228504,0.002270109,0.009964355,0.02605793,0.005493978,0.01071161,0.002300357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005703346,"about_ca_system_score_gemma":0.008420392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003409605,"about_ca_topic_score_gemma":0.004768078,"domain_scores_codex":[0.9966465,0.001331413,0.0001525104,0.0004713783,0.0008372486,0.0005609412],"domain_scores_gemma":[0.9854203,0.009935922,0.0007364306,0.0008353193,0.001309136,0.001762927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009323578,0.0001316283,0.0003063536,0.0009228899,0.00002383389,0.0001019619,0.0004355607,0.005805772,0.0002049823,0.862657,0.02863777,0.1006791],"study_design_scores_gemma":[0.00003562313,0.00006015903,0.0003859123,0.0009431749,0.00001223602,0.00007862065,0.001858639,0.003146974,0.0002210139,0.8465987,0.146616,0.0000429111],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.009270941,0.2274009,0.03336782,0.6424651,0.008008289,0.00005068309,0.000210999,0.0002570181,0.07896822],"genre_scores_gemma":[0.5095049,0.3690142,0.04958551,0.0436386,0.01238097,0.0002037234,0.0004866634,0.0002342516,0.01495119],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02193897,"threshold_uncertainty_score":0.07892108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01438909500241877,"score_gpt":0.2521332538254445,"score_spread":0.2377441588230258,"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."}}