{"id":"W4254981821","doi":"10.21203/rs.3.rs-54065/v2","title":"Cumulative effects of natural and anthropogenic disturbances on the forest carbon balance in the Oil Sands Region of Alberta, Canada; a pilot study (1985–2012)","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Forest Service; Environment and Climate Change Canada; Natural Resources Canada","funders":"Natural Resources Canada; Alberta-Pacific Forest Industries","keywords":"Natural (archaeology); Balance (ability); Oil sands; Cumulative effects; Environmental science; Environmental protection; Carbon fibers; Natural resource economics; Carbon cycle; Geography; Environmental resource management; Ecology; Archaeology; Ecosystem; Economics; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0006502431,0.00051339,0.0002583185,0.00078845,0.001627978,0.0006616202,0.0008784437,0.0003317755,0.0007373179],"category_scores_gemma":[0.000691708,0.0002229593,0.0004056192,0.001441953,0.0009952617,0.0002963987,0.0004757976,0.0003571512,0.00009491317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01935784,"about_ca_system_score_gemma":0.01095991,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9803828,"about_ca_topic_score_gemma":0.991702,"domain_scores_codex":[0.9997125,0.00002970827,0.00001347049,0.00004544621,0.0001056437,0.00009323134],"domain_scores_gemma":[0.9993222,0.00006230262,0.000115253,0.00004730982,0.000297422,0.0001556079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004644795,0.0005522394,0.9755381,0.00005202228,0.0001378275,0.0008159896,0.001441861,0.005861791,0.002441345,0.0001447582,0.0007015886,0.01184811],"study_design_scores_gemma":[0.00001916837,0.0001275905,0.994513,0.000006056081,0.00003777712,0.0000527036,0.001596095,0.002706631,0.0003315637,0.00003141999,0.0005663913,0.00001158287],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988602,0.0000399686,0.00008415706,0.00002109586,0.000001459202,0.00003147588,0.0005172341,0.000009576047,0.000434754],"genre_scores_gemma":[0.9983081,0.0000688683,0.0004172405,0.00002433576,0.000002638322,0.00001879407,0.0007046416,0.000002721763,0.0004527346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0196172,"threshold_uncertainty_score":0.1404516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02999756572908776,"score_gpt":0.306676839323699,"score_spread":0.2766792735946113,"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."}}