{"id":"W7055399380","doi":"","title":"Connecting local realities with global policy processes: participatory forest biomass monitoring and scenario-based planning in Panama","year":2023,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Smithsonian Tropical Research Institute; Cargill Foundation; Margaret A. Cargill Foundation; McGill University; World Bank Group; Smithsonian Institution; National Science Foundation","keywords":"Panama; Citizen journalism; Biomass (ecology); Public participation; Public policy; Government (linguistics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00578877,0.0002843433,0.0002936406,0.0006931465,0.002149035,0.002321582,0.0009827493,0.0007829354,0.002888039],"category_scores_gemma":[0.008846602,0.0002911648,0.0002118066,0.002475576,0.001902081,0.002914799,0.002661637,0.0009656823,0.0000988923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005194925,"about_ca_system_score_gemma":0.004641438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1042063,"about_ca_topic_score_gemma":0.2289232,"domain_scores_codex":[0.9979132,0.001566425,0.00003826163,0.0001567487,0.0001102479,0.0002150529],"domain_scores_gemma":[0.9959481,0.002710022,0.0004856578,0.0002092964,0.0002779583,0.0003689236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001244792,0.00140177,0.3357468,0.001037938,0.0004526765,0.001992977,0.1199054,0.07410693,0.002647215,0.04070997,0.01376478,0.4069887],"study_design_scores_gemma":[0.0002453472,0.001028177,0.4982738,0.0008937121,0.0003213455,0.0002354613,0.3121836,0.07474797,0.001962916,0.0508776,0.05906558,0.0001645369],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761536,0.0004297607,0.003957157,0.005086521,0.00002303754,0.0002361319,0.0004184563,0.00004255731,0.01365277],"genre_scores_gemma":[0.9947726,0.0002380464,0.003880651,0.00007407637,0.000004785502,0.0001408421,0.000111302,0.000006268589,0.0007714435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1042063,"threshold_uncertainty_score":0.2071996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0324019836220802,"score_gpt":0.3105436019292012,"score_spread":0.278141618307121,"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."}}