{"meta":{"query_hash":"e49c55341603","filters":{"venue":"Network Computation in Neural Systems"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/e49c55341603","api":"https://metacan.xera.ac/api/v1/cohort?venue=Network+Computation+in+Neural+Systems"},"results":[{"id":"W1969416477","doi":"10.1088/0954-898x_11_1_302","title":"Learning with two sites of synaptic integration","year":2000,"lang":"en","type":"article","venue":"Network Computation in Neural Systems","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":104,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; University of Lethbridge","keywords":"Neuroscience; Psychology","score_opus":0.01935416314428786,"score_gpt":0.24860863884311404,"score_spread":0.22925447569882618,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1969416477","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9951564,0.00004501532,0.002402193,0.00005793602,0.00030950428,0.00031222985,9.823559e-7,0.00007863857,0.0016371015],"genre_scores_gemma":[0.9993685,0.0000105941635,0.00008744808,0.00006654304,0.00013584585,0.000017494083,0.000012704209,0.000012758713,0.00028810487],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99860775,0.00032512585,0.00034536395,0.00027015357,0.00025622046,0.00019538918],"domain_scores_gemma":[0.999363,0.0003154304,0.00016459016,0.00007884771,0.000044413377,0.000033687436],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017597366,0.000120275254,0.00018902736,0.000075249714,0.0000956423,0.00006182411,0.00008290419,0.00003988591,0.000025425428],"category_scores_gemma":[0.000034323275,0.00009638397,0.00002934446,0.0006047817,0.000047411788,0.00018388583,0.000010004965,0.0002074754,0.000016495183],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008960971,0.000018236049,0.0037700438,0.000017240269,0.0000021648739,0.000008265715,0.00008534834,0.97047895,0.007140833,0.0005808723,0.000040103438,0.017768305],"study_design_scores_gemma":[0.00040055628,0.00037473097,0.0024678693,0.000099883735,0.0000045341667,0.000045621593,0.00003202709,0.9960518,0.00020429974,0.00012780646,0.00008527165,0.00010559538],"about_ca_topic_score_codex":0.000093965165,"about_ca_topic_score_gemma":0.00003865601,"teacher_disagreement_score":0.025572825,"about_ca_system_score_codex":0.000033901255,"about_ca_system_score_gemma":0.000010039697,"threshold_uncertainty_score":0.39304245},"labels":[],"label_agreement":null},{"id":"W2145784841","doi":"10.1088/0954-898x_14_2_308","title":"Modular organization of adaptive colouration in flounder and cuttlefish revealed by independent component analysis","year":2003,"lang":"en","type":"article","venue":"Network Computation in Neural Systems","topic":"Blind Source Separation Techniques","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Canadian Institute for Theoretical Astrophysics","keywords":"Camouflage; Cuttlefish; Independent component analysis; Modularity (biology); Modular design; Component (thermodynamics); Independence (probability theory); FastICA; Artificial intelligence; Computer science; Pattern recognition (psychology); Biology; Evolutionary biology; Mathematics; Fishery; Statistics; Blind signal separation; Telecommunications","score_opus":0.010980159793696152,"score_gpt":0.23122663440042218,"score_spread":0.22024647460672603,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2145784841","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36393207,0.00016678483,0.63517433,0.00007881422,0.00010560376,0.0003958907,0.0000013038981,0.0000563983,0.00008883078],"genre_scores_gemma":[0.9945832,0.00001737886,0.005229687,0.00007251034,0.00001349432,0.000023282004,0.00003700238,0.000009478525,0.000013995613],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976237,0.00086976966,0.000656524,0.0003497006,0.000327368,0.00017293083],"domain_scores_gemma":[0.9990655,0.00015748675,0.00035229462,0.00017355116,0.00020508282,0.000046042158],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007765661,0.00013691733,0.00034048202,0.00032928048,0.00005619215,0.00012480003,0.00016355948,0.00010670572,0.000001996761],"category_scores_gemma":[0.000032307944,0.00014762492,0.000030318888,0.0025263398,0.000025312167,0.0003939393,0.00004616557,0.00014005484,9.03196e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005333502,0.000052600386,0.059207886,0.0000127629655,0.000028814935,0.0000018331167,0.0005874,0.92486626,0.00021256733,0.014627028,0.00017878522,0.00021875322],"study_design_scores_gemma":[0.00039411895,0.00006104339,0.081448585,0.000028337521,0.000013239978,0.000005359412,0.00008529164,0.91710806,0.000057945083,0.000643522,0.000024291117,0.0001302222],"about_ca_topic_score_codex":0.00020305661,"about_ca_topic_score_gemma":0.00011092046,"teacher_disagreement_score":0.6306511,"about_ca_system_score_codex":0.00012365694,"about_ca_system_score_gemma":0.000033108292,"threshold_uncertainty_score":0.6019969},"labels":[],"label_agreement":null},{"id":"W2167220163","doi":"10.3109/0954898x.2014.990064","title":"A review of methods for identifying stochastic resonance in simulations of single neuron models","year":2015,"lang":"en","type":"review","venue":"Network Computation in Neural Systems","topic":"stochastic dynamics and bifurcation","field":"Physics and Astronomy","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Stochastic resonance; Computer science; Statistical physics; Artificial intelligence; Physics; Noise (video)","score_opus":0.17681165637094826,"score_gpt":0.4403118850173497,"score_spread":0.26350022864640144,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2167220163","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000025851562,0.5400788,0.4580615,0.0000017032175,0.000391595,0.0013929633,0.00004041996,0.0000044764356,0.000025940175],"genre_scores_gemma":[0.05989116,0.9130093,0.021584358,0.000027700029,0.0016747897,0.0015348768,0.0020164088,0.00021218712,0.000049223057],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99721825,0.0004905137,0.0016247994,0.00031093176,0.00014522101,0.00021026949],"domain_scores_gemma":[0.99727035,0.0008723495,0.0013534421,0.00019253606,0.0002741464,0.000037200756],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009065484,0.00024278788,0.0015271254,0.00018512543,0.000025357205,0.000020823332,0.00017831911,0.000082600156,9.656576e-7],"category_scores_gemma":[0.0000407962,0.00023150987,0.00021952429,0.0008172719,0.000023200591,0.00009640032,0.00004622582,0.00015860297,3.452457e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000030197218,0.00003241036,0.0000018890203,0.01945451,0.000010779861,3.4627774e-8,0.000020559028,0.6288643,1.4910123e-7,0.00097056257,0.000057545116,0.35058427],"study_design_scores_gemma":[0.00022104353,0.000046438545,0.0000014358452,0.101937495,0.00011979468,9.244892e-7,0.000007790727,0.8886708,9.299381e-9,0.0023980783,0.0064464244,0.00014975829],"about_ca_topic_score_codex":0.000106818385,"about_ca_topic_score_gemma":0.000004248209,"teacher_disagreement_score":0.43647712,"about_ca_system_score_codex":0.0000919115,"about_ca_system_score_gemma":0.00012540302,"threshold_uncertainty_score":0.94406986},"labels":[],"label_agreement":null},{"id":"W2524534272","doi":"10.1080/0954898x.2016.1219412","title":"Phenomenological modelling of electrically stimulated auditory nerve fibers: A review","year":2016,"lang":"en","type":"review","venue":"Network Computation in Neural Systems","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Stimulus (psychology); Phenomenological model; Cochlear implant; Neurophysiology; Afferent; Neuroscience; Hair cell; Computer science; Stimulation; Cochlear nerve; Cochlea; Psychology; Physics; Cognitive psychology","score_opus":0.13858847181540293,"score_gpt":0.3487129191027014,"score_spread":0.21012444728729848,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2524534272","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00014234705,0.98814905,0.0078059915,0.00003367327,0.0014503506,0.0021188997,0.000009877043,0.000102873106,0.00018696806],"genre_scores_gemma":[0.007449516,0.9913892,0.00017575732,0.00004377029,0.0006379924,0.00016631302,0.000018648028,0.000046778976,0.00007203571],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.994452,0.0019794859,0.0019026282,0.0007290618,0.00046428823,0.0004725574],"domain_scores_gemma":[0.99567664,0.002771397,0.0010635039,0.00027900128,0.000112419744,0.00009703211],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00077395,0.00039037125,0.00194674,0.00020039591,0.00008586982,0.00004316015,0.00034249597,0.00034039715,0.000011275388],"category_scores_gemma":[0.00028651077,0.00026134463,0.00034383388,0.0012397969,0.000091600064,0.00011316022,0.00007111854,0.00047298794,0.000047264086],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009712228,0.000050726605,0.0000011679705,0.03148496,0.000013315448,0.00001772099,0.00003064854,0.54095846,0.000007810214,0.00022626764,0.000676898,0.42652228],"study_design_scores_gemma":[0.00046332253,0.0005025067,0.0000057399975,0.21526465,0.00015872896,0.00007622802,0.0000034059042,0.6025089,2.1521103e-7,0.00039707517,0.17986873,0.0007505146],"about_ca_topic_score_codex":0.000017377568,"about_ca_topic_score_gemma":1.3353299e-7,"teacher_disagreement_score":0.42577177,"about_ca_system_score_codex":0.00024669658,"about_ca_system_score_gemma":0.0001378738,"threshold_uncertainty_score":0.99998385},"labels":[],"label_agreement":null},{"id":"W2530194502","doi":"10.1080/0954898x.2016.1219411","title":"Models of the electrically stimulated binaural system: A review","year":2016,"lang":"en","type":"review","venue":"Network Computation in Neural Systems","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"Canada Research Chairs; Deutsche Forschungsgemeinschaft","keywords":"Binaural recording; Sensitivity (control systems); Computer science; Sound localization; Neurophysiology; Psychoacoustics; Audiology; Cochlear implant; Auditory system; Speech recognition; Psychology; Neuroscience; Medicine; Electronic engineering; Perception; Engineering","score_opus":0.0745386589735506,"score_gpt":0.33410353713649604,"score_spread":0.25956487816294543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2530194502","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000091089976,0.99301827,0.0009047597,0.000055890134,0.0019383098,0.003599013,0.0000141088885,0.000097272576,0.00028126728],"genre_scores_gemma":[0.04088335,0.95840675,0.000020079038,0.000050734932,0.00025287815,0.00022441061,0.000006633948,0.0000520724,0.00010310171],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.993671,0.0028531803,0.0018785275,0.0005864598,0.000585538,0.00042528997],"domain_scores_gemma":[0.99640083,0.0017541795,0.0012207261,0.00042684376,0.00012559483,0.00007179416],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000792782,0.00037566017,0.0017525251,0.00014580836,0.00012697831,0.000050693645,0.0005376599,0.00024829747,0.0000020716343],"category_scores_gemma":[0.00026668955,0.00019921268,0.00045987024,0.0019144695,0.000084845706,0.00013012184,0.00010315864,0.00039968124,0.00002389841],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000096052,0.000043882832,0.000005861932,0.14856878,0.00001947099,0.000010382495,0.000031548807,0.2297158,0.000015209184,0.0027415245,0.0012647177,0.6175732],"study_design_scores_gemma":[0.00039741045,0.00016153014,0.000034237622,0.50488204,0.00020260352,0.00018629213,0.0000031092654,0.43762863,4.537469e-7,0.00016387062,0.05579298,0.00054684235],"about_ca_topic_score_codex":0.000037906528,"about_ca_topic_score_gemma":5.4802575e-7,"teacher_disagreement_score":0.6170264,"about_ca_system_score_codex":0.00032195842,"about_ca_system_score_gemma":0.00019071548,"threshold_uncertainty_score":0.8123658},"labels":[],"label_agreement":null},{"id":"W2530725256","doi":"10.1080/0954898x.2016.1223365","title":"The history and future of neural modeling for cochlear implants","year":2016,"lang":"en","type":"article","venue":"Network Computation in Neural Systems","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Bundesministerium für Bildung und Forschung","keywords":"Cochlear implantation; Cochlear implant; Audiology; Computer science; Medicine","score_opus":0.04120639336002119,"score_gpt":0.27220684748039425,"score_spread":0.23100045412037307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2530725256","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9887829,0.0011326297,0.005449936,0.0006350674,0.0034345724,0.0004954267,0.0000039802057,0.000029388035,0.000036136007],"genre_scores_gemma":[0.9992565,0.00006503926,0.00006182027,0.000046397854,0.00047004517,0.00003227688,6.6679445e-7,0.0000102741105,0.000056998357],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99896336,0.00018839134,0.0003241286,0.00019750284,0.00013691041,0.00018969619],"domain_scores_gemma":[0.99865586,0.0010617131,0.000116296644,0.00008374287,0.000047761223,0.000034609355],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002829378,0.00007693337,0.00013351077,0.00003221779,0.00012561852,0.000021379377,0.000079598685,0.00004732334,5.3153116e-7],"category_scores_gemma":[0.0000667574,0.000043443382,0.00003104529,0.00007999203,0.00006606439,0.00009586552,0.000019050407,0.00005512596,7.1956157e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021274661,0.000020783145,0.0019190413,0.00017077127,0.0000036814079,0.0000021738003,0.00069144106,0.8156441,0.019248141,0.005686765,0.0017508781,0.1546495],"study_design_scores_gemma":[0.00040016064,0.000096818985,0.0026856845,0.000062366766,0.00000194779,0.000012488389,0.000054871565,0.99456644,0.000014537582,0.00039999688,0.0016393696,0.000065291795],"about_ca_topic_score_codex":0.000030850762,"about_ca_topic_score_gemma":0.000004354839,"teacher_disagreement_score":0.17892238,"about_ca_system_score_codex":0.00006193983,"about_ca_system_score_gemma":0.000016634685,"threshold_uncertainty_score":0.17715697},"labels":[],"label_agreement":null},{"id":"W4253863974","doi":"10.1088/0954-898x_15_3_001","title":"The emergence of temporal hyperacuity from widely tuned cell populations","year":2004,"lang":"en","type":"article","venue":"Network Computation in Neural Systems","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Regina","keywords":"Hyperacuity; Computer science; Population; Auditory cortex; Psychophysics; Neuroscience; Coincidence detection in neurobiology; Temporal resolution; Neural coding; Artificial intelligence; Coincidence; Biology; Perception; Physics","score_opus":0.047633181606669156,"score_gpt":0.27435737149002365,"score_spread":0.2267241898833545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253863974","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98665553,0.00020220438,0.007850547,0.00041200937,0.0039730254,0.00047349156,0.000015981426,0.000060673785,0.0003565498],"genre_scores_gemma":[0.9993342,0.00001864845,0.00017912776,0.000106058564,0.00023498964,0.000022346505,0.000023173516,0.000014328539,0.00006709023],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982334,0.00026727866,0.0006059446,0.00031656394,0.00032569046,0.00025113524],"domain_scores_gemma":[0.99899876,0.0003783596,0.00032982908,0.00018163458,0.000059881662,0.000051553397],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020649441,0.00013702802,0.00018839016,0.000044458655,0.00030961234,0.00007832871,0.00021218557,0.00005576526,0.0000046899345],"category_scores_gemma":[0.000070198614,0.00010543301,0.00006506741,0.0006128719,0.000066046,0.0001786374,0.000046777954,0.00016909094,0.000011845232],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000312118,0.00003370639,0.008910991,0.000008741302,0.0000012248059,0.000004751318,0.000061950894,0.9795,0.00795619,0.002130643,0.00032003433,0.0010405459],"study_design_scores_gemma":[0.00071000535,0.00013478573,0.039003458,0.000063816995,0.000008034966,0.000009116188,0.00008780394,0.9487856,0.0007360495,0.009979829,0.00027184945,0.00020966874],"about_ca_topic_score_codex":0.0014568203,"about_ca_topic_score_gemma":0.00034698384,"teacher_disagreement_score":0.030714428,"about_ca_system_score_codex":0.000041882115,"about_ca_system_score_gemma":0.000028088256,"threshold_uncertainty_score":0.42994335},"labels":[],"label_agreement":null}]}