{"id":"W2910121594","doi":"10.5751/es-10672-240106","title":"Are community forests a viable model for the Democratic Republic of Congo?","year":2019,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Democracy; Geography; Ecology; Political science; Forestry; Biology; Politics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000407628,0.00004092912,0.00007598344,0.0000035126,0.0004410064,0.000006392224,0.0001289514,0.00005162018,0.000143336],"category_scores_gemma":[0.00002324237,0.00002912339,0.00005132446,0.00004133354,0.000211988,0.00003904918,0.0002072537,0.00007415273,0.000007441669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002420431,"about_ca_system_score_gemma":0.000004797102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001042499,"about_ca_topic_score_gemma":0.0008863102,"domain_scores_codex":[0.9996819,0.00003819826,0.00006674261,0.00007430555,0.00004436498,0.00009441146],"domain_scores_gemma":[0.9995531,0.0001988521,0.00007353691,0.0001495756,0.000008393472,0.00001655708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004510756,0.00003479385,0.985645,0.00002145148,0.00002482137,2.334008e-8,0.002217619,0.002863925,0.00001877894,0.0000392367,0.00906262,0.00006721125],"study_design_scores_gemma":[0.0002347191,0.00002961562,0.8197606,0.000001274539,0.00001691053,1.694598e-7,0.001913645,0.1758168,0.000003745661,0.0009849768,0.00120711,0.0000304514],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973721,0.00001468151,0.0004838908,0.0009848062,0.00003517349,0.000287374,0.000005303297,0.000006998763,0.0008096989],"genre_scores_gemma":[0.9945465,0.00001378622,0.0002548363,0.001168806,0.000003417646,0.00001020551,0.00000255041,0.00000162852,0.003998321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1729529,"threshold_uncertainty_score":0.339191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02227909643298565,"score_gpt":0.215090729651806,"score_spread":0.1928116332188204,"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."}}