{"id":"W4309442610","doi":"10.1101/2022.11.18.517085","title":"All boreal forest successional stages needed to maintain the full suite of soil biodiversity, community composition, and function following wildfire","year":2022,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Natural Resources and Forestry; University of Guelph; Natural Resources Canada","funders":"Government of Canada","keywords":"Chronosequence; Biodiversity; Ecological succession; Disturbance (geology); Boreal; Ecology; Environmental science; Taiga; Ecosystem; Climate change; Agroforestry; Geography; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004198366,0.0002681337,0.0002804879,0.0004367454,0.0005704168,0.0006030104,0.0001863014,0.0002103569,0.001025497],"category_scores_gemma":[0.0003614596,0.0001655389,0.0001841315,0.0003200516,0.000171556,0.0004580153,0.0002702629,0.0002769431,0.0002508434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002404578,"about_ca_system_score_gemma":0.0003095601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004176064,"about_ca_topic_score_gemma":0.01508969,"domain_scores_codex":[0.9998446,0.00002028779,0.00001129112,0.00005289361,0.00003095578,0.00003994348],"domain_scores_gemma":[0.9996279,0.00002627896,0.0001378088,0.00002877621,0.00007994711,0.00009921447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000688352,0.0001968602,0.6247845,0.0001316831,0.0000756424,0.0001401963,0.000350127,0.0006308266,0.3371006,0.0001583969,0.0005427159,0.03520015],"study_design_scores_gemma":[0.000002833809,0.0001089352,0.9937982,0.000005318598,0.000008994418,0.0001105588,0.000143417,0.0003098124,0.004822943,0.00005348269,0.0006313941,0.000004032827],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973393,0.000278861,0.0007650602,0.0000244339,0.000005729856,0.00001236979,0.0008194032,0.0000319916,0.0007228967],"genre_scores_gemma":[0.9959557,0.0001097897,0.002039783,0.00003181165,0.000005512442,0.00002072445,0.001286791,0.000008506238,0.0005414258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004176064,"threshold_uncertainty_score":0.008303463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01434885302075622,"score_gpt":0.2075056435135257,"score_spread":0.1931567904927695,"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."}}