{"id":"W1985444020","doi":"10.1007/s11119-011-9237-2","title":"Use of imaging spectroscopy to discriminate symptoms caused by Heterodera schachtii and Rhizoctonia solani on sugar beet","year":2011,"lang":"en","type":"article","venue":"Precision Agriculture","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":87,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Reseau canadien de recherche respiratoire; Deutsche Forschungsgemeinschaft","keywords":"Heterodera schachtii; Rhizoctonia solani; Rhizoctonia; Hyperspectral imaging; Biology; Sugar beet; Agronomy; Horticulture; Remote sensing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001701723,0.0003326886,0.0003185087,0.0002325373,0.000269141,0.000382855,0.0001820485,0.0003101637,0.00023095],"category_scores_gemma":[0.0002522509,0.0002028057,0.0001629497,0.0001948653,0.000150794,0.0001631853,0.0001381155,0.0004213845,0.00005588908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002857916,"about_ca_system_score_gemma":0.0002865507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00706865,"about_ca_topic_score_gemma":0.009838372,"domain_scores_codex":[0.9999092,0.00001697978,0.000004697238,0.00002067423,0.00002761175,0.00002085571],"domain_scores_gemma":[0.9997905,0.00008685219,0.00003489153,0.000009785296,0.00004452335,0.00003334168],"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":[0.00009696167,0.00001813708,0.0004780522,0.00001502482,0.000003429001,0.000009978512,0.00001707999,0.00005688614,0.9983297,0.000005659218,0.000007453388,0.0009616387],"study_design_scores_gemma":[0.000008565995,0.0003260632,0.02238846,0.000004217181,0.00003694506,0.0000397782,0.00009283907,0.00213427,0.9747962,0.00001592507,0.0001495329,0.000007133586],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989795,0.000154924,0.0005910209,0.00001739356,0.000004081574,0.000005371573,0.00004588847,0.00001101984,0.0001907514],"genre_scores_gemma":[0.9975227,0.0002303058,0.001564016,0.0000214339,0.000002898641,0.000007906837,0.0001033996,0.000007624656,0.0005398061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00706865,"threshold_uncertainty_score":0.01405501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02369381462990671,"score_gpt":0.2523465007534014,"score_spread":0.2286526861234947,"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."}}