{"id":"W2015608416","doi":"10.1139/x2012-143","title":"Changing perspectives on regeneration ecology and genetic diversity in western quaking aspen: implications for silviculture","year":2012,"lang":"en","type":"article","venue":"Canadian Journal of Forest Research","topic":"Forest Ecology and Biodiversity Studies","field":"Agricultural and Biological Sciences","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Silviculture; Regeneration (biology); Ecology; Context (archaeology); Biology; Stand development; Disturbance (geology); Agroforestry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005552327,0.00005529865,0.0001018983,0.0001309014,0.001061505,0.0000307001,0.0001498851,0.00008426261,0.00001858223],"category_scores_gemma":[0.000176812,0.00002610724,0.0000350403,0.0002290409,0.0001528561,0.0001204548,0.00005784554,0.0001818605,0.000003428654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001451757,"about_ca_system_score_gemma":0.00003891878,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001030464,"about_ca_topic_score_gemma":0.3514564,"domain_scores_codex":[0.9992377,0.00008637749,0.00009532222,0.00009874053,0.00007371527,0.000408188],"domain_scores_gemma":[0.9992867,0.0002283721,0.0000496973,0.00002344266,0.0002084461,0.0002033287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001681214,0.00002045217,0.9944672,0.000002843271,0.00001045936,0.000005517544,0.002651088,0.00001097608,0.0001740826,0.001080809,0.0004173039,0.001142437],"study_design_scores_gemma":[0.0001203356,0.0003591273,0.992239,0.00001105062,0.000005104326,0.0000250709,0.005268459,0.000002115752,0.00002727286,0.0004891721,0.001403683,0.00004960877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918458,0.0006395249,0.000001801979,0.007172559,0.00007265938,0.0001636089,0.00002208699,0.000001590354,0.00008029502],"genre_scores_gemma":[0.9994465,0.00007750399,0.00004650613,0.00006929477,0.0002727378,0.000004307383,0.000004554653,4.141956e-7,0.00007823815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.350426,"threshold_uncertainty_score":0.8164345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08934032093604803,"score_gpt":0.3014665843226311,"score_spread":0.2121262633865831,"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."}}