{"id":"W3215401022","doi":"10.3389/ffgc.2021.737445","title":"The Future of Forest Pathology in North America","year":2021,"lang":"en","type":"article","venue":"Frontiers in Forests and Global Change","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Warnell School of Forestry and Natural Resources, University of Georgia; U.S. Forest Service; University of British Columbia; Ohio State University; Institute of Agriculture, University of Tennessee; Colorado State University; U.S. Department of Agriculture","keywords":"Geography; Pathology; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002496206,0.000601491,0.0004260872,0.001617136,0.001686208,0.004521543,0.0008060183,0.004937507,0.04362051],"category_scores_gemma":[0.002157619,0.0001590068,0.0003764272,0.0009094419,0.00295493,0.004074547,0.002142547,0.003471849,0.005576338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004359026,"about_ca_system_score_gemma":0.009950756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01627667,"about_ca_topic_score_gemma":0.03289526,"domain_scores_codex":[0.9993573,0.0001608919,0.00003103378,0.00008876759,0.0002042082,0.00015795],"domain_scores_gemma":[0.9940765,0.0008888135,0.0005818146,0.0001754613,0.00213227,0.002145122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005904997,0.0001153669,0.002747431,0.001160245,0.00001665138,0.0002073529,0.0003328183,0.0001883141,0.001378308,0.01480336,0.5166557,0.4623353],"study_design_scores_gemma":[0.000008450558,0.00004539284,0.01020669,0.001556754,0.00001511627,0.0004331157,0.001031092,0.0001546373,0.0001347834,0.01196157,0.974431,0.00002135584],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.00283561,0.3731855,0.0008390529,0.5354031,0.01350379,0.00002055278,0.0003714251,0.0003527444,0.0734883],"genre_scores_gemma":[0.09153346,0.653682,0.007706402,0.1331326,0.03719309,0.00008015717,0.0008958709,0.0001206156,0.0756558],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.04362051,"threshold_uncertainty_score":0.1459251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006457505710047224,"score_gpt":0.2060021633073184,"score_spread":0.1995446575972712,"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."}}