{"id":"W2460984000","doi":"10.1006/jaer.2001.0705","title":"AE—Automation and Emerging Technologies","year":2001,"lang":"en","type":"article","venue":"Journal of Agricultural Engineering Research","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian International Grains Institute","funders":"","keywords":"Artificial intelligence; Classifier (UML); Quadratic classifier; Computer science; Artificial neural network; Pattern recognition (psychology); Machine learning; Linear discriminant analysis; Bayesian probability; Fuzzy logic; Margin classifier; Random subspace method; Data mining","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":[0.0006594345,0.0003681345,0.0003933996,0.0009866181,0.0004321187,0.003053923,0.0006032323,0.001189149,0.009170268],"category_scores_gemma":[0.001729094,0.0001763916,0.0002452207,0.0009637333,0.001536206,0.004890908,0.0008042312,0.0013106,0.001604505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006208452,"about_ca_system_score_gemma":0.0004168854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005438135,"about_ca_topic_score_gemma":0.0005174029,"domain_scores_codex":[0.9996325,0.00009448284,0.00002909628,0.00005495674,0.0001547354,0.0000343659],"domain_scores_gemma":[0.9990714,0.0004047313,0.00009559077,0.0001094938,0.0002643343,0.0000545273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005613474,0.00005677163,0.001810592,0.0003388145,0.00003629578,0.000179796,0.0001367323,0.00828401,0.005251435,0.6771531,0.008647078,0.2980493],"study_design_scores_gemma":[0.00001802983,0.0001773155,0.00377244,0.0002759547,0.0000353828,0.001350621,0.000457361,0.05124963,0.00458844,0.6933157,0.2447234,0.00003570516],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.05728176,0.1601477,0.5086741,0.01657566,0.003629351,0.00008761332,0.0002382304,0.0006171658,0.2527483],"genre_scores_gemma":[0.7530634,0.08448659,0.0733127,0.001052966,0.003551841,0.00007824864,0.0002917035,0.00007706445,0.08408546],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.009170268,"threshold_uncertainty_score":0.03067762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0231658194844565,"score_gpt":0.292496612203493,"score_spread":0.2693307927190365,"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."}}