{"id":"W4364383180","doi":"10.3389/ffgc.2023.1146758","title":"Natural regeneration potential and dynamics in boreal lichen woodlands of eastern Canada following soil scarification","year":2023,"lang":"en","type":"article","venue":"Frontiers in Forests and Global Change","topic":"Lichen and fungal ecology","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministère des Ressources naturelles et des Forêts (Québec); Université du Québec à Chicoutimi","funders":"Ministère des Forêts, de la Faune et des Parcs","keywords":"Scarification; Seedling; Taiga; Woodland; Afforestation; Boreal; Environmental science; Sowing; Natural regeneration; Forestry; Biology; Regeneration (biology); Diameter at breast height; Agronomy; Ecology; Geography; Germination","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000103283,0.00006854361,0.0001262093,0.0000171291,0.00004075539,0.00001609719,0.00005878223,0.0000748735,8.589928e-7],"category_scores_gemma":[0.00001209632,0.00003462959,0.00001764382,0.0002630853,0.00002384959,0.00008196192,0.00004103276,0.00005184587,1.267985e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009693653,"about_ca_system_score_gemma":0.00001187137,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2610896,"about_ca_topic_score_gemma":0.942454,"domain_scores_codex":[0.9994457,0.00002616861,0.0001228364,0.0001517268,0.00008752871,0.0001660259],"domain_scores_gemma":[0.9998804,0.000009097511,0.00003781215,0.00002208828,0.00001227359,0.00003833565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002045344,0.000007320109,0.9715692,0.000006255628,0.000004942924,0.000008526487,0.00006375481,0.000003324325,0.00005286718,0.0001615235,0.0004742541,0.02762756],"study_design_scores_gemma":[0.0001835017,0.00004309004,0.9657335,0.00001070118,0.000004440353,0.000001543955,0.000422781,0.03296666,0.000008441389,0.000465149,0.00009407338,0.00006617903],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976593,0.0005403055,0.000003454461,0.001005172,0.0005020388,0.000113581,0.00006019515,0.000008568497,0.0001074114],"genre_scores_gemma":[0.9994236,0.00008460703,0.00002618772,0.00006482349,0.0000833961,0.00001059933,0.0002656658,5.18768e-7,0.00004062233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6813645,"threshold_uncertainty_score":0.7438309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01074340033582592,"score_gpt":0.2029599717677454,"score_spread":0.1922165714319195,"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."}}