{"id":"W1538637720","doi":"10.1016/s0079-6123(06)65009-7","title":"Neural strategies for optimal processing of sensory signals","year":2007,"lang":"en","type":"review","venue":"Progress in brain research","topic":"Fish biology, ecology, and behavior","field":"Environmental Science","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Electroreception; Electric fish; Receptive field; Stimulus (psychology); Sensory system; Electric field; Computer science; Neuroscience; SIGNAL (programming language); Biological system; Communication; Artificial intelligence; Physics; Fish <Actinopterygii>; Biology; 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":[],"consensus_categories":[],"category_scores_codex":[0.005067954,0.0003073398,0.001022909,0.0003697949,0.0001619541,0.00007540925,0.0008561987,0.0006238372,0.0003163164],"category_scores_gemma":[0.0002644547,0.000243821,0.0002128694,0.0007654621,0.002512098,0.0001694145,0.000465268,0.0009708114,0.00003758928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002440793,"about_ca_system_score_gemma":0.000237537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002227938,"about_ca_topic_score_gemma":0.00009892628,"domain_scores_codex":[0.9962051,0.0006835359,0.0007560548,0.0007198848,0.0005358232,0.001099617],"domain_scores_gemma":[0.9979639,0.001305371,0.0002463937,0.0003099966,0.00006489544,0.0001094626],"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":[0.00003040049,0.000210919,0.003054152,0.006040758,0.00001006414,0.00003868246,0.00008789137,0.000008352535,0.00002371151,0.00001831002,0.0006683463,0.9898084],"study_design_scores_gemma":[0.0005871756,0.001149213,0.008993363,0.003788552,0.00008009741,0.00006356556,0.0006778786,0.0004156712,0.0000405475,0.0003077443,0.983139,0.0007571586],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004778968,0.9913956,0.00001795265,0.0001255898,0.0000907076,0.002695531,0.00006154292,0.00002544979,0.0008086658],"genre_scores_gemma":[0.006940037,0.9820911,0.006389877,0.00005379935,0.0002962832,0.002591372,0.0001247999,0.0001365778,0.0013761],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9890513,"threshold_uncertainty_score":0.9942733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2864826413696349,"score_gpt":0.507944981710875,"score_spread":0.2214623403412401,"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."}}