{"id":"W2062328231","doi":"10.1371/journal.pcbi.1002564","title":"Coding Conspecific Identity and Motion in the Electric Sense","year":2012,"lang":"en","type":"article","venue":"PLoS Computational Biology","topic":"Fish biology, ecology, and behavior","field":"Environmental Science","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Government of Ontario","keywords":"Electric fish; Sensory system; Neural coding; Beat (acoustics); Communication; Stimulus (psychology); Electroreception; Population; Superposition principle; Biology; Electric organ; Neuroscience; Acoustics; Physics; Psychology; Fish <Actinopterygii>; Cognitive psychology; Genetics; Receptor","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003638636,0.00006864755,0.00008905857,0.00004128845,0.0001016294,0.000009417555,0.00007793755,0.00008130151,0.0002505602],"category_scores_gemma":[0.00005249999,0.00005049494,0.00001593457,0.000155388,0.0002132619,0.0001274962,0.00005586786,0.0001141516,0.0001950314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005291052,"about_ca_system_score_gemma":0.000003729078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003044031,"about_ca_topic_score_gemma":0.00007229966,"domain_scores_codex":[0.9992165,0.0002164137,0.0001335819,0.0001544072,0.00006069112,0.0002183949],"domain_scores_gemma":[0.9995593,0.0003039252,0.00004594815,0.00005465489,0.000005856321,0.00003031066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006335008,0.0001395056,0.9777965,0.000001605763,0.000003761421,0.000001960689,0.0001480128,0.00006135867,0.01626443,0.004557094,0.0002321172,0.0007873097],"study_design_scores_gemma":[0.000151942,0.00004732695,0.9938251,8.396606e-7,0.000007080132,0.00005123484,0.00004913503,0.001053152,0.00007543198,0.004417316,0.0002583764,0.00006303853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978893,0.00007161799,0.0005290168,0.0004855313,0.0001127755,0.0001426202,0.000005176554,0.0000142568,0.0007496886],"genre_scores_gemma":[0.9988565,0.00001560538,0.0004390967,0.000579143,0.00005487797,0.00001448891,0.00002878488,0.000002753289,0.000008685578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.016189,"threshold_uncertainty_score":0.2743458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04322358815453346,"score_gpt":0.2770071909881535,"score_spread":0.23378360283362,"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."}}