{"id":"W4237883693","doi":"10.1002/0470018860.s00002","title":"Perceptron","year":2005,"lang":"en","type":"other","venue":"Encyclopedia of Cognitive Science","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Artificial intelligence; Pattern recognition (psychology)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000193095,0.0001949278,0.0002210921,0.0003131806,0.00009335433,0.00005543989,0.00165439,0.00008155995,0.001007233],"category_scores_gemma":[0.00005935162,0.000173164,0.00006583815,0.001076161,0.0007112107,0.0002749849,0.0003671308,0.0001696528,0.0003411955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001976159,"about_ca_system_score_gemma":0.000330587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002372919,"about_ca_topic_score_gemma":0.00002232224,"domain_scores_codex":[0.9982586,0.00002144548,0.000195603,0.0006280211,0.0005509141,0.0003454072],"domain_scores_gemma":[0.9989371,0.00009688134,0.0002318196,0.0004731918,0.0001267052,0.0001343293],"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":[0.000001465612,0.0001225414,0.0001034992,0.00001950079,0.00001053326,0.000004284456,0.0003212175,0.000003418449,0.0001382247,0.03632577,0.2200086,0.742941],"study_design_scores_gemma":[0.000185597,0.00006611482,0.002593388,0.0002893796,0.00001364173,0.00000642587,0.00002681676,0.0007284699,0.0001532023,0.00057135,0.9949605,0.0004051447],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004032556,0.0003890869,0.03884294,0.0001794402,0.0003353774,0.0002767772,0.00001917027,0.000168269,0.9597486],"genre_scores_gemma":[0.0160518,0.001484931,0.01694657,0.0002358789,0.000768644,0.00005322792,0.000005998914,0.00009688542,0.9643561],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7749519,"threshold_uncertainty_score":0.999906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008173803214435053,"score_gpt":0.26791542490778,"score_spread":0.259741621693345,"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."}}