{"id":"W2076953261","doi":"10.1016/s0006-3495(00)76521-0","title":"Analysis and Implications of Equivalent Uniform Approximations of Nonuniform Unitary Synaptic Systems","year":2000,"lang":"en","type":"article","venue":"Biophysical Journal","topic":"Photoreceptor and optogenetics research","field":"Neuroscience","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Unitary state; Mathematics; Approximations of π; Statistical physics; Applied mathematics; Physics; Political science","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":[0.0001460127,0.00008455844,0.0002323855,0.0002527029,0.0001357371,0.00003729275,0.0002659121,0.00003836387,0.000157544],"category_scores_gemma":[0.00005116879,0.00006741997,0.0001331118,0.0009719905,0.000246909,0.0001077138,0.00004263165,0.000158856,0.000008821842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003145267,"about_ca_system_score_gemma":0.00005366758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003451755,"about_ca_topic_score_gemma":0.000001779905,"domain_scores_codex":[0.9988913,0.00007683291,0.0003491708,0.0001435049,0.0003448641,0.0001943304],"domain_scores_gemma":[0.9992194,0.0001629099,0.0001230202,0.0002147681,0.0001132711,0.0001666046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000027836,0.0002338573,0.001486369,0.00003440696,0.0001084862,0.000001623128,0.0001139491,0.0007599123,0.9912107,0.002947562,0.00001201499,0.003063293],"study_design_scores_gemma":[0.0008099035,0.000678427,0.06150896,0.00006736386,0.000590461,0.0001731392,0.0002503593,0.08406018,0.8499559,0.001235826,0.0003351825,0.0003343586],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996387,0.00002834832,0.001171493,0.00009254877,0.00002555326,0.0001247403,0.0000941009,0.000006958833,0.002069247],"genre_scores_gemma":[0.9993089,0.0003647647,0.0001763433,0.00001149291,0.00004354874,0.000006070015,0.00000350764,0.000006518771,0.00007885265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1412549,"threshold_uncertainty_score":0.2749307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03973733092925903,"score_gpt":0.3100471597391029,"score_spread":0.2703098288098439,"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."}}