{"id":"W7115731263","doi":"10.5281/zenodo.17952811","title":"Climate Change Impacts on Forest Carbon: Drought, Fire, Biotic Disturbances and Long-Term Sink Resilience","year":2025,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Carbon sink; Disturbance (geology); Greenhouse gas; Global warming; Taiga; Sink (geography); Carbon cycle; Effects of global warming","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":[0.0003640748,0.0002624617,0.000318804,0.0007268677,0.0001582211,0.0008925577,0.000154946,0.0003349993,0.002914584],"category_scores_gemma":[0.000445301,0.00007883848,0.0002886163,0.0009884867,0.000230681,0.0005732068,0.0003567623,0.0002835553,0.0001929654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000418972,"about_ca_system_score_gemma":0.0004812066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001590515,"about_ca_topic_score_gemma":0.002655155,"domain_scores_codex":[0.9998903,0.00002767994,0.00001546065,0.00002876823,0.00002470261,0.00001303659],"domain_scores_gemma":[0.9997249,0.0001434462,0.00007165776,0.000006052276,0.00003610835,0.00001779205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005308447,0.0001085549,0.02938966,0.03699438,0.001585226,0.0005494756,0.0005020559,0.005377079,0.01097783,0.01896744,0.016717,0.8783004],"study_design_scores_gemma":[0.00005581947,0.000650871,0.3293681,0.02277684,0.001872256,0.001946551,0.001448379,0.002548704,0.005249153,0.02635437,0.6076161,0.0001128678],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02136796,0.9694866,0.001027097,0.001109046,0.0004093929,0.00001609281,0.0004566231,0.00001955008,0.00610772],"genre_scores_gemma":[0.2069413,0.7884411,0.0009950042,0.000437522,0.0006570201,0.00002253507,0.0004694065,0.000007870192,0.002028133],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002914584,"threshold_uncertainty_score":0.009750247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01821454480959227,"score_gpt":0.2385014540152965,"score_spread":0.2202869092057042,"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."}}