{"id":"W3082502180","doi":"10.1111/rec.13273","title":"Understanding the key characteristics and challenges of pine barrens restoration: insights from a Delphi survey of forest land managers and researchers","year":2020,"lang":"en","type":"article","venue":"Restoration Ecology","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pine barrens; Delphi method; Environmental resource management; Restoration ecology; Prescribed burn; Geography; Environmental planning; Ecology; Forestry; Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02564261,0.0003887291,0.0003517726,0.001511753,0.007763584,0.003589826,0.001131694,0.001621342,0.001585145],"category_scores_gemma":[0.02819588,0.0006259269,0.0003091514,0.00113856,0.003623553,0.003922585,0.005148325,0.002543285,0.0001966265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003893136,"about_ca_system_score_gemma":0.00876785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01826694,"about_ca_topic_score_gemma":0.03873558,"domain_scores_codex":[0.9867281,0.008900845,0.000559539,0.0005762885,0.001080076,0.002155106],"domain_scores_gemma":[0.9821555,0.01190147,0.001315152,0.0003754701,0.002245595,0.002006674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004105895,0.0001088344,0.03559127,0.0002398867,0.00001319433,0.0006810775,0.9452801,0.0001371405,0.001271575,0.001048113,0.00191045,0.01367716],"study_design_scores_gemma":[0.000002169496,0.00003471941,0.008305229,0.0001128153,0.000003445851,0.0001076374,0.9871109,0.0001397431,0.00008491048,0.0002848139,0.003801338,0.0000124495],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897134,0.0002472588,0.001108885,0.005359143,0.00003533511,0.0002141803,0.00004716399,0.000007531133,0.003267148],"genre_scores_gemma":[0.9940608,0.0005986,0.001603941,0.002182572,0.0000137213,0.0004162066,0.00004771652,0.000009252228,0.001067131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02564261,"threshold_uncertainty_score":0.1356127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1406567020543274,"score_gpt":0.269088818690404,"score_spread":0.1284321166360766,"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."}}