{"id":"W4385697289","doi":"10.1016/j.foreco.2023.121298","title":"Desired REgeneration through Assisted Migration (DREAM): Implementing a research framework for climate-adaptive silviculture","year":2023,"lang":"en","type":"article","venue":"Forest Ecology and Management","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Ministry of Natural Resources and Wildlife","funders":"","keywords":"Climate change; Silviculture; Environmental resource management; Ecosystem services; Forest management; Agroforestry; Forest ecology; Ecosystem; Adaptive strategies; Environmental science; Ecology; Geography; Biology; Forestry","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":[0.03722999,0.0007586827,0.0006498521,0.001866251,0.003812581,0.007919496,0.004412235,0.001889904,0.003706214],"category_scores_gemma":[0.01964396,0.0002756888,0.0008500836,0.001056133,0.01145192,0.005576746,0.007829934,0.002432604,0.0002928723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006301393,"about_ca_system_score_gemma":0.01755772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007994939,"about_ca_topic_score_gemma":0.02177608,"domain_scores_codex":[0.9882805,0.00857879,0.0003136537,0.001022091,0.001121254,0.0006837485],"domain_scores_gemma":[0.985725,0.007351239,0.001526452,0.001812349,0.00215886,0.001426028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001605778,0.0005269335,0.01049337,0.000471489,0.00006993771,0.00007119214,0.005153415,0.01902158,0.0007001509,0.8065636,0.002383549,0.1543842],"study_design_scores_gemma":[0.00009577932,0.001330569,0.007535561,0.00144954,0.00012294,0.000176913,0.02508218,0.09513866,0.002547405,0.8198647,0.04653196,0.0001237681],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1310048,0.003939623,0.6865761,0.05415588,0.0008841629,0.001775594,0.000303989,0.0005754941,0.1207844],"genre_scores_gemma":[0.7425306,0.00100707,0.2508966,0.001331755,0.0001033149,0.0008091754,0.00006999444,0.00005080906,0.003200571],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03722999,"threshold_uncertainty_score":0.1968934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04916580246802441,"score_gpt":0.3251375478832251,"score_spread":0.2759717454152008,"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."}}