{"id":"W4401583428","doi":"10.3390/f15081425","title":"An Evaluation of a Winter Mortality Model for the Mountain Pine Beetle","year":2024,"lang":"en","type":"article","venue":"Forests","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada; Canadian Forest Service","funders":"","keywords":"Dendroctonus; Mountain pine beetle; Bark beetle; National park; Environmental science; Bark (sound); Ecology; Population; Limiting; Abies lasiocarpa; Pinus contorta; Biology; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001482123,0.0008537874,0.0007494886,0.0004068294,0.000669125,0.000878342,0.001584085,0.0007878529,0.001391858],"category_scores_gemma":[0.00223955,0.0002500222,0.0006233182,0.0002339542,0.0003035586,0.0003791022,0.0004355863,0.0007017322,0.0001600187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002380617,"about_ca_system_score_gemma":0.00257662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2204861,"about_ca_topic_score_gemma":0.1372073,"domain_scores_codex":[0.9997009,0.0001098847,0.00001737766,0.0000580042,0.00005453487,0.00005924409],"domain_scores_gemma":[0.9983657,0.000916008,0.0001224548,0.00004893524,0.000435358,0.0001115269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007494121,0.00006507672,0.004394939,0.00001788727,0.00002683521,0.00003487993,0.00001925694,0.9914976,0.000492369,0.0002731208,0.0002409797,0.002862159],"study_design_scores_gemma":[0.00001331817,0.000037717,0.000937055,0.000002398564,0.000008112745,0.000005159278,0.00001083848,0.9986994,0.0001455265,0.00005444253,0.00008157141,0.000004453883],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725686,0.0002483545,0.02144559,0.0002822337,0.00004657466,0.00008116788,0.0007305972,0.0004309977,0.004165961],"genre_scores_gemma":[0.9898589,0.0001047381,0.007852612,0.00004342457,0.000013545,0.00005120033,0.0006076645,0.0000422839,0.001425616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2204861,"threshold_uncertainty_score":0.4384054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03980495485010824,"score_gpt":0.3283720502202176,"score_spread":0.2885670953701094,"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."}}