{"id":"W4383671656","doi":"10.1016/j.dib.2023.109387","title":"A labeled spectral dataset with cassava disease occurrences using virus titre determination protocol","year":2023,"lang":"en","type":"article","venue":"Data in Brief","topic":"Cassava research and cyanide","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre; Rockefeller Foundation","keywords":"Crop; Disease; Plant disease; Agriculture; Biology; Protocol (science); Horticulture; Remote sensing; Agronomy; Medicine; Biotechnology; Pathology; Geography; Ecology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003076285,0.00009749259,0.00009887673,0.0000247342,0.0001159305,0.0001346354,0.0005240699,0.00002799906,0.0003380976],"category_scores_gemma":[0.0001353174,0.00003788531,0.00001249322,0.0006658543,0.0000657707,0.0004521846,0.000295294,0.0001047846,0.00007271469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002512759,"about_ca_system_score_gemma":0.00004217803,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003097338,"about_ca_topic_score_gemma":0.02167874,"domain_scores_codex":[0.9987871,0.00007341136,0.0001328027,0.000372887,0.000311895,0.0003219049],"domain_scores_gemma":[0.9995142,0.00009036986,0.00004481012,0.0001923492,0.00002140025,0.0001368808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002239319,0.001098594,0.2233519,0.0002773085,0.00004221644,0.0036423,0.0001255627,0.00005565136,0.3157998,0.0002218034,0.1987448,0.2544008],"study_design_scores_gemma":[0.001068571,0.0004188541,0.5750334,0.0001639299,0.00001982091,0.00003056763,0.0001879104,0.02679816,0.001644076,0.0002249851,0.3938594,0.0005503224],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.96093,0.00000671141,0.000002037368,0.0004962204,0.00002126303,0.008555721,0.02988468,0.00005806317,0.00004523584],"genre_scores_gemma":[0.9213197,0.00001662355,0.0001922774,0.0001792553,0.0003246825,0.006013406,0.07184866,0.000002761512,0.0001026647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3516815,"threshold_uncertainty_score":0.9961731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1226267921689761,"score_gpt":0.3654063592645428,"score_spread":0.2427795670955667,"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."}}