{"id":"W3207636641","doi":"","title":"Forecasting Black Sigatoka Infection Risks with Latent Neural ODEs","year":2021,"lang":"en","type":"article","venue":"arXiv (Cornell University)","topic":"Banana Cultivation and Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Ode; Computer science; Black box; Artificial neural network; Artificial intelligence; Mathematics; Applied mathematics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00208295,0.0009800316,0.001054257,0.0009193298,0.0004594053,0.001303398,0.001185537,0.001764356,0.004458108],"category_scores_gemma":[0.006761609,0.0007476727,0.0009871264,0.0004878304,0.0009073162,0.002101352,0.001078753,0.002054683,0.000960718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008788016,"about_ca_system_score_gemma":0.0007420029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01818612,"about_ca_topic_score_gemma":0.01940659,"domain_scores_codex":[0.9996594,0.0001105036,0.00001759576,0.0001027874,0.0000323769,0.00007727627],"domain_scores_gemma":[0.9957811,0.003110362,0.0003816243,0.0001971708,0.0003484003,0.0001813451],"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":[0.0003732539,0.0001302747,0.008558186,0.00005213358,0.0001176199,0.00005295406,0.00004950531,0.9573246,0.0004986697,0.005383939,0.002454991,0.02500375],"study_design_scores_gemma":[0.000004984278,0.000007846809,0.000272404,0.000003040761,0.000004704627,0.00000293791,0.000003561672,0.9981706,0.00005577133,0.001417224,0.00005389863,0.000002993507],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6407071,0.001649675,0.3442454,0.003240489,0.0006008811,0.00007540242,0.002369891,0.001689095,0.005422003],"genre_scores_gemma":[0.9829517,0.0001813291,0.009025087,0.0001875592,0.0001385349,0.00002694739,0.0007311387,0.0000385473,0.006719173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01818612,"threshold_uncertainty_score":0.03616053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2421313658464682,"score_gpt":0.2075272819630651,"score_spread":0.03460408388340311,"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."}}