{"id":"W2092034608","doi":"10.1139/x2012-119","title":"Reconstructing the competitive dynamics of mixed-oak neighborhoods","year":2012,"lang":"en","type":"article","venue":"Canadian Journal of Forest Research","topic":"Forest ecology and management","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Pennsylvania Department of Conservation and Natural Resources","keywords":"Fagaceae; Dominance (genetics); Competition (biology); Crown (dentistry); Geography; Diameter at breast height; Forestry; Basal area; Biology; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002078972,0.000154928,0.0002688835,0.001201041,0.0003544771,0.0006550814,0.0004150354,0.000241159,0.0006446053],"category_scores_gemma":[0.0008670515,0.0002695,0.0001774894,0.0006611528,0.0002545119,0.000364441,0.0005199579,0.0002223801,0.0001947771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004188498,"about_ca_system_score_gemma":0.0002490928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01579344,"about_ca_topic_score_gemma":0.04980818,"domain_scores_codex":[0.9998837,0.00002102709,0.000004277973,0.00004919916,0.00001521737,0.00002651905],"domain_scores_gemma":[0.9995659,0.000123112,0.00008034157,0.00002922137,0.0000869724,0.000114441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001349417,0.00006246384,0.9593647,0.0000279898,0.000048818,0.0002946566,0.0007685368,0.01741345,0.009369236,0.001041974,0.0002670875,0.01120613],"study_design_scores_gemma":[0.00001095652,0.00007090124,0.8253258,0.00001766638,0.00003098515,0.0002819072,0.001580601,0.1693989,0.0008142674,0.001105791,0.001339548,0.00002258644],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990702,0.00003039402,0.0005611586,0.000006369621,5.092468e-7,0.000001477609,0.00009106757,0.00000511015,0.0002337661],"genre_scores_gemma":[0.9988161,0.00001461751,0.0009062466,0.000001533235,6.454482e-7,0.000002022007,0.0001798961,0.000002187312,0.00007679397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01579344,"threshold_uncertainty_score":0.03140301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02626436125771225,"score_gpt":0.281514753625185,"score_spread":0.2552503923674727,"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."}}