{"id":"W4396624169","doi":"10.3390/f15050808","title":"Pre-Commercial Thinning Increases Tree Size and Reduces Western Gall Rust Infections in Lodgepole Pine","year":2024,"lang":"en","type":"article","venue":"Forests","topic":"Forest ecology and management","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Forest Resource Improvement Association of Alberta","keywords":"Thinning; Pinus contorta; Crown (dentistry); Silviculture; Rust (programming language); Gall; Forestry; Stand development; Biology; Agroforestry; Environmental science; Geography; Ecology; Medicine","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":[0.0001559559,0.00009831773,0.00009381564,0.00005273064,0.00009228066,0.00005047525,0.00009267402,0.00005566349,0.0005796461],"category_scores_gemma":[0.00006019155,0.0000887162,0.00002322968,0.0001715133,0.0001525232,0.0002485421,0.0002330299,0.0001234051,0.0001875308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006494158,"about_ca_system_score_gemma":0.000008202946,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002117388,"about_ca_topic_score_gemma":0.1029035,"domain_scores_codex":[0.9993184,0.00003076474,0.0001323973,0.0002325752,0.00008731211,0.000198568],"domain_scores_gemma":[0.9997276,0.00009371564,0.00002011905,0.0001039426,0.000001359097,0.00005324434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002140109,0.0001252224,0.986957,0.00002296054,0.0000138163,0.00005187785,0.0006409393,0.0005591506,0.00008964349,0.001320754,0.005360356,0.004836938],"study_design_scores_gemma":[0.0001789466,0.000123927,0.9854766,0.00004025071,0.00001346389,0.00001468474,0.00001731828,0.0004379218,0.0000421123,0.001958185,0.01159749,0.00009914165],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925238,0.0001331282,0.00005932662,0.0006074097,0.0001931573,0.0001747407,0.000002957556,0.00007802999,0.006227481],"genre_scores_gemma":[0.9975352,0.00003400398,0.0001183199,0.0001709416,0.00005767377,0.00004347187,0.000005109814,0.00001007203,0.00202523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1007861,"threshold_uncertainty_score":0.9134662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006930377806331684,"score_gpt":0.2460769363430728,"score_spread":0.2391465585367411,"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."}}