{"id":"W7114805178","doi":"10.1139/cjfr-2025-0040","title":"Probability of fusiform rust in southern pines varies with pine species, management, stand age, and oak species","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Forest Research","topic":"Yeasts and Rust Fungi Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Food and Agriculture","keywords":"Slash Pine; Rust (programming language); Thinning; Woody plant; Slash (logging); Silviculture; Crown (dentistry); Forest management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004687023,0.0001568619,0.0001517748,0.0004952025,0.0002176525,0.0003932669,0.0001252505,0.0001412744,0.001020189],"category_scores_gemma":[0.001214605,0.0001120994,0.0002541845,0.0002521504,0.0002533423,0.0002225269,0.0001475087,0.0001707791,0.0001097009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002712749,"about_ca_system_score_gemma":0.0001984777,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01870568,"about_ca_topic_score_gemma":0.04025596,"domain_scores_codex":[0.9997134,0.00007405795,0.00001703984,0.00009489877,0.00004278459,0.00005788644],"domain_scores_gemma":[0.998735,0.000283926,0.0006338759,0.00005516884,0.00008948435,0.0002025296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004563887,0.00001352745,0.9954966,0.000004438923,0.00001591669,0.00005414077,0.0000826302,0.0001370652,0.00279571,0.00002345654,0.0000263174,0.001304519],"study_design_scores_gemma":[5.117159e-7,0.00002121274,0.9994169,0.00000113389,0.000004262562,0.000070157,0.0000840848,0.0002425485,0.000106986,0.0000198493,0.00003101315,0.000001301233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999638,0.00006153763,0.00009218761,0.000007320536,6.84014e-7,0.00000116752,0.00004632359,0.000003685388,0.0001490696],"genre_scores_gemma":[0.9997981,0.00001820816,0.00003672397,0.000003059737,8.50641e-7,5.759085e-7,0.00005877273,5.973329e-7,0.00008315924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9812943,"threshold_uncertainty_score":0.0371936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03412132899167673,"score_gpt":0.276500441339169,"score_spread":0.2423791123474923,"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."}}