{"id":"W4323051240","doi":"10.1016/j.foreco.2023.120867","title":"Spatial patterns of vigor by stand density across species groups and its drivers in a pre-harvest ponderosa pine-dominated landscape in northern California","year":2023,"lang":"en","type":"article","venue":"Forest Ecology and Management","topic":"Forest ecology and management","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Edaphic; Forestry; Geography; Ecology; Environmental science; Biology; Soil water","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003673254,0.0001594507,0.000307712,0.0008967693,0.0007006353,0.0008749657,0.0006015692,0.0002583983,0.001417502],"category_scores_gemma":[0.0008259711,0.0002924647,0.0002639838,0.0008201411,0.0006490781,0.0004802734,0.0007096258,0.0002920495,0.0001205806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001034112,"about_ca_system_score_gemma":0.0005781708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2091928,"about_ca_topic_score_gemma":0.5009969,"domain_scores_codex":[0.9997653,0.00003220184,0.00001637541,0.00009503784,0.00002994085,0.0000612228],"domain_scores_gemma":[0.9988533,0.0002788085,0.0002822567,0.00006356197,0.0001821593,0.0003399688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001498274,0.00005473161,0.9967886,0.000009947651,0.00005496532,0.0000490183,0.0005127207,0.0002026421,0.0006864639,0.00005147255,0.0001603291,0.001279419],"study_design_scores_gemma":[0.000001825234,0.000006627594,0.9994776,0.000001269999,0.000005871162,0.000009147274,0.000334288,0.0001129126,0.00000922454,0.000009367571,0.0000302041,0.000001591701],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996083,0.00003198714,0.00001346789,0.00001136136,8.194613e-7,0.000001414911,0.0001132657,0.000002372923,0.0002169228],"genre_scores_gemma":[0.9996661,0.00001679424,0.00001966905,0.000003570718,0.000001449126,0.000002069803,0.0001118134,0.000001192133,0.0001774415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2091928,"threshold_uncertainty_score":0.4159502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00470731467708605,"score_gpt":0.2033123497897464,"score_spread":0.1986050351126604,"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."}}