{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003469929,0.00005384228,0.0000809412,0.0001518933,0.00009166167,0.0001405852,0.0003753439,0.00003388164,0.000001099218],"category_scores_gemma":[0.00008026542,0.0000319973,0.0000277534,0.0007360502,0.000017369,0.0004561121,0.0001282133,0.000319925,0.000002732321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003085038,"about_ca_system_score_gemma":0.000008388819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001987592,"about_ca_topic_score_gemma":3.659516e-7,"domain_scores_codex":[0.9992685,0.00001312443,0.000160506,0.00008397017,0.0002893134,0.000184534],"domain_scores_gemma":[0.9994802,0.0001007741,0.00004947598,0.00009405029,0.0002283545,0.00004708156],"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":[0.00000977376,0.000128667,0.001921929,0.00008532865,0.00007824839,0.0001500553,0.0008802509,0.08889722,0.4109185,0.09025588,0.01396978,0.3927044],"study_design_scores_gemma":[0.001118523,0.0008341803,0.5873951,0.0006085879,0.00001832934,0.005984189,0.001665407,0.2953302,0.02991992,0.005631152,0.07066279,0.000831648],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9505964,0.0008325045,0.03938192,0.008782367,0.00009616063,0.00007460677,1.162484e-7,0.0001252717,0.000110647],"genre_scores_gemma":[0.9889687,0.000540495,0.01032093,0.000003824718,0.00009485624,0.000003264495,1.480903e-7,0.000002231263,0.00006559146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5854732,"threshold_uncertainty_score":0.1389933,"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."}}