{"id":"W6958276113","doi":"10.6084/m9.figshare.22047301","title":"Inoculum threshold for stripe rust infection in wheat","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Spore; Germination; Spore germination; Stripe rust; Powdery mildew; Fungicide; Inoculation","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002149334,0.00006209264,0.00006188694,0.000100404,0.00002189548,0.00002085006,0.00003388273,0.00007058791,0.006267111],"category_scores_gemma":[0.00004354467,0.00006864406,0.00002757455,0.0003112016,6.450833e-7,0.0001118576,0.000005521385,0.00006478023,0.0004500911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003743643,"about_ca_system_score_gemma":0.000007520095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007257122,"about_ca_topic_score_gemma":0.0001391234,"domain_scores_codex":[0.99964,0.000002882618,0.00008715229,0.00007639424,0.00004595305,0.0001475707],"domain_scores_gemma":[0.9998657,0.00002320048,0.00000205348,0.00006504807,0.00001775034,0.00002628279],"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":[0.000004475894,0.00001104159,0.001541117,0.0006587072,0.000009839103,0.000004364114,0.0001942528,0.5589279,0.000274279,0.00002867211,0.4332943,0.005051079],"study_design_scores_gemma":[0.000974449,0.00005019208,0.05357721,0.0009251206,0.000006425537,0.000001573243,0.00002084611,0.7998559,0.008068249,0.00008771354,0.1360665,0.0003657868],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.2612585,0.001156001,0.007494786,0.0006285455,0.002946137,0.007470611,0.6159881,0.01422958,0.08882771],"genre_scores_gemma":[0.909851,0.00004037198,0.00007205043,0.00003090173,0.0001343824,0.0005267133,0.08918987,0.00004156501,0.0001131237],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6485925,"threshold_uncertainty_score":0.9946413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03773245198841758,"score_gpt":0.2505831174120961,"score_spread":0.2128506654236785,"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."}}