{"id":"W2511877250","doi":"10.1006/jaer.2001.0724","title":"AE—Automation and Emerging Technologies","year":2001,"lang":"en","type":"article","venue":"Journal of Agricultural Engineering Research","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":118,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; University of Manitoba","keywords":"Artificial neural network; Artificial intelligence; Pattern recognition (psychology); Backpropagation; Roundness (object); Computer science; Kernel (algebra); Automation; Identification (biology); Set (abstract data type); Mathematics; Engineering; Biology","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":[0.002374338,0.0007533065,0.0006870126,0.00160678,0.0005951404,0.00486484,0.001441103,0.001695348,0.00795339],"category_scores_gemma":[0.002981841,0.0004906165,0.0005241547,0.001625126,0.002159246,0.008753883,0.001923519,0.002844868,0.00431785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008070135,"about_ca_system_score_gemma":0.0007036867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003654034,"about_ca_topic_score_gemma":0.000279622,"domain_scores_codex":[0.9980145,0.0004958818,0.0001531703,0.0003084302,0.0008884937,0.0001396239],"domain_scores_gemma":[0.9970093,0.001225889,0.0001622252,0.0005742009,0.0008723267,0.0001560206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001199425,0.0001372174,0.00118534,0.0005683956,0.00004328645,0.0001554096,0.0001571726,0.003382153,0.01873212,0.3666232,0.009330959,0.5995648],"study_design_scores_gemma":[0.00004300586,0.0004952876,0.002185111,0.0004158081,0.00005156831,0.002034897,0.0003417296,0.0520229,0.04178499,0.4257446,0.4748006,0.00007952747],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"editorial","genre_scores_codex":[0.022644,0.07130427,0.81076,0.00964378,0.002360972,0.0001393743,0.0001730423,0.001459119,0.08151552],"genre_scores_gemma":[0.357322,0.07082635,0.4914942,0.002586799,0.00502,0.0001916774,0.0005745242,0.0003031946,0.07168119],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.00795339,"threshold_uncertainty_score":0.02660668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02281828575685045,"score_gpt":0.3146698963523744,"score_spread":0.2918516105955239,"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."}}