{"id":"W4415060170","doi":"10.22382/wfs-2025-13","title":"Near-infrared spectral signatures differentiate blue stain and brown rot fungi in conifer and broadleaf trees","year":2025,"lang":"en","type":"article","venue":"Wood and Fiber Science","topic":"Plant Pathogens and Fungal Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada; Canadian Forest Service","funders":"Natural Resources Canada","keywords":"White rot; Pinus contorta; Stain; Lignin; Fungus; Yellow birch; White (mutation)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000170074,0.000195142,0.0001299433,0.0006153435,0.0003227241,0.0004116163,0.000150021,0.0001663178,0.0003495034],"category_scores_gemma":[0.0001760292,0.0001386508,0.00007715671,0.0002576446,0.0002210411,0.0001943339,0.0001499061,0.0001867626,0.0000862111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004941054,"about_ca_system_score_gemma":0.0002398041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.040441,"about_ca_topic_score_gemma":0.1414668,"domain_scores_codex":[0.9999095,0.000007506804,0.000003781547,0.00002443152,0.00002408699,0.0000306299],"domain_scores_gemma":[0.9997703,0.00002600124,0.00005912572,0.000005430026,0.00004785417,0.00009123835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005122254,0.0001966682,0.7034472,0.00004081767,0.00003076182,0.0002094342,0.0007554255,0.0002503685,0.2857816,0.00005882651,0.00009605907,0.008620766],"study_design_scores_gemma":[9.439565e-7,0.00002784132,0.9990225,8.231333e-7,0.000002061181,0.00002531347,0.000134145,0.00009972593,0.0006474748,0.000005341604,0.0000327761,0.000001094969],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997334,0.00003353621,0.00004360095,0.000001582665,3.838347e-7,0.000002142051,0.00002592518,0.000002193229,0.0001573146],"genre_scores_gemma":[0.9990972,0.00003637082,0.0002119389,0.00001061057,0.000001140501,0.000003803066,0.0002306315,0.000001613254,0.0004066087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.040441,"threshold_uncertainty_score":0.08041126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004553559249958675,"score_gpt":0.21836691448926,"score_spread":0.2138133552393013,"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."}}