{"id":"W2103637447","doi":"10.1007/s00422-014-0598-2","title":"Equilibrating errors: reliable estimation of information transmission rates in biological systems with spectral analysis-based methods","year":2014,"lang":"en","type":"article","venue":"Biological Cybernetics","topic":"Neurobiology and Insect Physiology Research","field":"Neuroscience","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Academy of Finland","keywords":"Statistics; Computer science; Noise (video); White noise; Algorithm; Coherence (philosophical gambling strategy); Spectral density; Mathematics; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003389994,0.00103627,0.0009348686,0.0007830025,0.0004359673,0.001081075,0.001552273,0.00136532,0.0005714173],"category_scores_gemma":[0.02286477,0.0006472311,0.0005272499,0.000565681,0.001225566,0.002398285,0.001832659,0.00173738,0.0002618513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005003103,"about_ca_system_score_gemma":0.0007389364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002481919,"about_ca_topic_score_gemma":0.0013814,"domain_scores_codex":[0.9987453,0.0005716949,0.00007232999,0.0002181433,0.0003294396,0.00006302204],"domain_scores_gemma":[0.9912899,0.006631411,0.0006472484,0.0006800412,0.0006174771,0.0001340504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003841984,0.0000846208,0.001380075,0.0001613367,0.0001106785,0.00009418927,0.0003014787,0.8367628,0.01405595,0.01962414,0.0005883101,0.1264522],"study_design_scores_gemma":[0.000003532101,0.0000108986,0.00009236163,0.000004258789,0.000003237525,0.000007574386,0.000004105879,0.9950113,0.001159376,0.003633922,0.00006361418,0.000005838993],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01282291,0.00009395835,0.9867104,0.00004857672,0.00001296187,0.00001421,0.00001089401,0.0001201072,0.0001658918],"genre_scores_gemma":[0.6628623,0.000252908,0.3353224,0.0000688935,0.0000584628,0.0001187264,0.00008115749,0.0001805069,0.001054779],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003389994,"threshold_uncertainty_score":0.01792824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05528692997962651,"score_gpt":0.3464827731947844,"score_spread":0.2911958432151578,"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."}}