{"id":"W2624202586","doi":"","title":"Preempting the pathogen: Blister rust and proactive management of high-elevation pines","year":2017,"lang":"en","type":"article","venue":"","topic":"Yeasts and Rust Fungi Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resistance (ecology); National park; Rust (programming language); Geography; Agroforestry; Disease management; Ecology; Population; Forest management; Biology; Environmental resource management; Medicine; Environmental health; Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008587284,0.0001752828,0.000113123,0.0001806956,0.0004833876,0.0007613755,0.0003073394,0.0003478692,0.0007036283],"category_scores_gemma":[0.0005020122,0.0000422899,0.0001110366,0.00009965359,0.0002534607,0.0003448851,0.0002878159,0.0004265316,0.00008610133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005198838,"about_ca_system_score_gemma":0.001605454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006639999,"about_ca_topic_score_gemma":0.02808612,"domain_scores_codex":[0.9997483,0.0001079512,0.0000106016,0.00002244041,0.00005761792,0.00005316371],"domain_scores_gemma":[0.9995095,0.00005118131,0.0001443557,0.000008832571,0.00006162368,0.0002245099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001037612,0.003317296,0.1529034,0.001331161,0.0002048208,0.001871529,0.003360166,0.00144255,0.1902522,0.003566482,0.008005269,0.6327076],"study_design_scores_gemma":[0.0002876664,0.007684654,0.8290081,0.0007597439,0.0003001052,0.001665803,0.009936613,0.002227243,0.0546037,0.004841222,0.08860688,0.00007826764],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9605641,0.01778523,0.001561239,0.007725602,0.0001126181,0.0001020771,0.00004398403,0.00007731137,0.01202796],"genre_scores_gemma":[0.9916784,0.003692474,0.002326057,0.0005737513,0.00004665764,0.00001576448,0.00002763488,0.000002840429,0.001636539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006639999,"threshold_uncertainty_score":0.01320267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01444482477228388,"score_gpt":0.2527298976861092,"score_spread":0.2382850729138253,"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."}}