{"meta":{"query_hash":"4b65177450d7","filters":{"venue":"NeuroRegulation"},"cohort_total":9,"direct_labels_cover":0,"predictions_cover":9,"exported":9,"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/4b65177450d7","api":"https://metacan.xera.ac/api/v1/cohort?venue=NeuroRegulation"},"results":[{"id":"W2810582366","doi":"10.15540/nr.5.2.75","title":"LORETA Neurofeedback at precuneus in 3-year-old female with intrauterine drug exposure","year":2018,"lang":"en","type":"article","venue":"NeuroRegulation","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Drug; Neurofeedback; Precuneus; Psychology; Medicine; Audiology; Pharmacology; Neuroscience; Electroencephalography; Cognition","score_opus":0.014459021130972057,"score_gpt":0.2644430600502849,"score_spread":0.24998403891931284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2810582366","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":[0.9957216,0.000043652653,0.00000733595,0.0011893421,0.00038256214,0.0005238967,0.0000036259746,0.000069313144,0.0020587028],"genre_scores_gemma":[0.9941161,0.000027042599,0.0001793698,0.0006960755,0.00026849716,0.00002268653,0.00002475955,0.000031206477,0.0046342583],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9988637,0.00006030971,0.00026092544,0.00030897817,0.0002405106,0.00026557763],"domain_scores_gemma":[0.99940217,0.000026209425,0.000088818,0.00031231134,0.00005116231,0.00011934385],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000854999,0.00014899134,0.00018758458,0.0000931093,0.000069261536,0.000012487736,0.00006367935,0.000053062977,0.00024266429],"category_scores_gemma":[0.000013532712,0.00012247382,0.000025941916,0.00017772421,0.00008327368,0.00008474838,0.000050014383,0.00014320457,0.00011524566],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005048903,0.00021042142,0.98455083,0.0013687356,0.0000111587,0.00018496168,0.00114931,0.00006042718,0.0033103684,0.0004715828,0.0002573255,0.0033759663],"study_design_scores_gemma":[0.001685025,0.0009787559,0.9694166,0.0009159478,0.000014736547,0.000115629344,0.000009717015,0.00044705826,0.02515052,0.000052794272,0.0011021461,0.00011103831],"about_ca_topic_score_codex":0.000055833894,"about_ca_topic_score_gemma":0.00016515689,"teacher_disagreement_score":0.021840151,"about_ca_system_score_codex":0.00006093723,"about_ca_system_score_gemma":0.000021579872,"threshold_uncertainty_score":0.4994338},"labels":[],"label_agreement":null},{"id":"W2893710070","doi":"10.15540/nr.5.3.85","title":"QEEG Guided Neurofeedback Treatment for Anxiety Symptoms","year":2018,"lang":"en","type":"article","venue":"NeuroRegulation","topic":"Attention Deficit Hyperactivity Disorder","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Anxiety; Neurofeedback; Clinical psychology; Rating scale; Psychology; Demographics; Population; Psychiatry; Medicine; Electroencephalography; Developmental psychology","score_opus":0.07231615042016376,"score_gpt":0.362897557196951,"score_spread":0.29058140677678723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2893710070","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":[0.992943,0.00001315586,0.0014596415,0.0025105046,0.00035219977,0.0009154475,0.000008990875,0.00014601005,0.0016510404],"genre_scores_gemma":[0.99435526,0.000005622677,0.0006082626,0.00064340286,0.00046234846,0.000058894842,0.00008338919,0.000040641004,0.003742176],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9990601,0.000031843254,0.00020952045,0.00032213188,0.00018053065,0.0001958565],"domain_scores_gemma":[0.9992313,0.000049136106,0.0000882275,0.00033457187,0.00022050046,0.0000762967],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000053965254,0.00014725597,0.00018390497,0.00007971724,0.000119784345,0.000019071098,0.000036567504,0.00007402557,0.00017707654],"category_scores_gemma":[0.00009352561,0.00012940052,0.00013268666,0.00016034195,0.000063210624,0.00008861759,0.000013051498,0.000043033062,0.00013312332],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002113257,0.0021327036,0.35270885,0.00016336095,0.00027610682,0.000013822407,0.0010088931,0.00051744404,0.2915573,0.0036789274,0.019370576,0.32645875],"study_design_scores_gemma":[0.005253263,0.0020892154,0.8781006,0.000024607118,0.00024199099,0.000107039494,0.00005273055,0.023545912,0.0075690183,0.00019342847,0.08260103,0.0002211668],"about_ca_topic_score_codex":0.000011010079,"about_ca_topic_score_gemma":0.00000810061,"teacher_disagreement_score":0.52539176,"about_ca_system_score_codex":0.00007153298,"about_ca_system_score_gemma":0.00004240474,"threshold_uncertainty_score":0.52768004},"labels":[],"label_agreement":null},{"id":"W2925245142","doi":"10.15540/nr.6.1.3","title":"The compensatory role of the frontal cortex in mild cognitive impairment: Identifying the target for neuromodulation","year":2019,"lang":"en","type":"article","venue":"NeuroRegulation","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Supplementary motor area; Dorsolateral prefrontal cortex; Psychology; Montreal Cognitive Assessment; SMA*; Neuroimaging; Cognition; Neuroscience; Executive functions; Prefrontal cortex; Premotor cortex; Functional magnetic resonance imaging; Audiology; Medicine; Cognitive impairment","score_opus":0.02366667346941479,"score_gpt":0.25511435551506095,"score_spread":0.23144768204564617,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2925245142","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":[0.9955676,0.000047622638,0.00006210463,0.0016383318,0.0008531507,0.0014936368,0.000024135667,0.000020763853,0.0002926279],"genre_scores_gemma":[0.9991061,0.0000029193054,0.000009779343,0.0006054811,0.000056728022,0.00006732338,0.0000036222082,0.000016630562,0.0001313973],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9985846,0.00031041598,0.00024444336,0.00031715105,0.00036318938,0.00018016905],"domain_scores_gemma":[0.9944611,0.0049699773,0.00022248451,0.00025971813,0.0000735461,0.000013134527],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032094988,0.00011580169,0.00011642251,0.000045126213,0.00045211343,0.000040117553,0.00022087981,0.000033110005,0.000008180104],"category_scores_gemma":[0.0013262038,0.000067623594,0.000098867145,0.00025602567,0.00016665543,0.0001514675,0.0001100665,0.00014041537,0.000009294712],"study_design_candidate":"observational","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":[0.00090251764,0.00020288037,0.1929568,0.000054176835,0.000024861753,8.682091e-7,0.0023505413,0.0098345475,0.7750431,0.014087203,0.0005989935,0.003943522],"study_design_scores_gemma":[0.0005908516,0.00009228295,0.91147774,0.000022425307,0.000009399961,0.0000030100466,0.000265283,0.047275566,0.03510945,0.0046193353,0.0004675009,0.00006712982],"about_ca_topic_score_codex":0.00001981435,"about_ca_topic_score_gemma":0.00006354477,"teacher_disagreement_score":0.7399336,"about_ca_system_score_codex":0.00004395548,"about_ca_system_score_gemma":0.000029396297,"threshold_uncertainty_score":0.34773368},"labels":[],"label_agreement":null},{"id":"W3142281412","doi":"10.15540/nr.8.1.47","title":"Avoid Zoom Fatigue, Be Present and Learn","year":2021,"lang":"en","type":"article","venue":"NeuroRegulation","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":207,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Nonverbal communication; Human multitasking; Facial expression; Zoom; Psychology; Anxiety; Cognitive psychology; Isolation (microbiology); Gaze; Face (sociological concept); Task (project management); Sitting; Gesture; Computer science; Human–computer interaction; Communication; Artificial intelligence","score_opus":0.053164426946509344,"score_gpt":0.2924356876030733,"score_spread":0.23927126065656396,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3142281412","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":[0.53902507,0.00014110938,0.42132276,0.032567255,0.00015282098,0.00020413547,0.000004207901,0.00016697354,0.006415673],"genre_scores_gemma":[0.9947146,0.000017491697,0.0038638178,0.0005665343,0.000060944185,0.0000067914357,0.000010359534,0.0000048099573,0.00075465173],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99932235,0.000053104464,0.00010554757,0.00023948007,0.00017082227,0.00010868081],"domain_scores_gemma":[0.99940896,0.00005305274,0.0000385205,0.00036081704,0.00006662148,0.000072001654],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006907545,0.0000591316,0.000060865543,0.000031881198,0.00009904439,0.00014610139,0.00012027573,0.000030108491,0.000011983799],"category_scores_gemma":[0.00004717298,0.00005868097,0.000018544071,0.00024035081,0.000022032384,0.00023142427,0.00011727463,0.00005651327,0.000007966948],"study_design_candidate":"design_other","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":[0.00000645353,0.00016099244,0.001736368,0.000035033332,0.000013376888,0.000015860745,0.0011060585,0.0031429266,0.04125261,0.3512872,0.008907275,0.5923359],"study_design_scores_gemma":[0.000389268,0.00009081029,0.48134774,0.000013940296,0.000007886001,0.000051930318,0.000030868603,0.37902474,0.018042866,0.01236749,0.10841503,0.00021743937],"about_ca_topic_score_codex":0.000013447772,"about_ca_topic_score_gemma":0.000005927,"teacher_disagreement_score":0.59211844,"about_ca_system_score_codex":0.000010363582,"about_ca_system_score_gemma":0.00003491471,"threshold_uncertainty_score":0.23929405},"labels":[],"label_agreement":null},{"id":"W4283740733","doi":"10.15540/nr.9.2.98","title":"Limited Visual Working Memory Capacity in Children with Dyslexia: An ERP Study","year":2022,"lang":"en","type":"article","venue":"NeuroRegulation","topic":"Neural and Behavioral Psychology Studies","field":"Neuroscience","cited_by":8,"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":"Dyslexia; Working memory; Psychology; Event-related potential; Oddball paradigm; Cognitive psychology; Cognition; Task (project management); Latency (audio); Biological theories of dyslexia; Audiology; Developmental psychology; Developmental dyslexia; Computer science; Neuroscience; Reading (process); Medicine","score_opus":0.1888805412184607,"score_gpt":0.34945455857138324,"score_spread":0.16057401735292254,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4283740733","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":[0.9986531,0.0000032256792,0.0000015839896,0.00019074882,0.00020813616,0.0006870561,0.000004138465,0.00012434034,0.0001276576],"genre_scores_gemma":[0.99924415,4.0564373e-7,0.000010846545,0.00050862395,0.000053148542,0.000088251734,0.000005439483,0.000020428699,0.000068680856],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99808043,0.0005019468,0.00019452877,0.0006031081,0.000380102,0.00023987483],"domain_scores_gemma":[0.9995864,0.000040617273,0.000098426965,0.00021920372,0.000012869037,0.000042506257],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014397241,0.0001563255,0.00015727361,0.00017630703,0.0004570529,0.00002832731,0.00018928996,0.000023918192,0.000038275994],"category_scores_gemma":[0.000022262777,0.00013522427,0.000023852997,0.00071731233,0.000099316385,0.00015321794,0.00012538409,0.0003484562,0.00000426929],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017879969,0.0011674027,0.9054881,6.2739025e-7,0.0000029598918,0.000039736886,0.0006736766,0.0013655102,0.085128896,0.000015054181,0.000017033904,0.0059222365],"study_design_scores_gemma":[0.00090908405,0.0013807348,0.9898283,0.0000018576474,0.000015945547,0.00006003675,0.00022311417,0.00041292096,0.006947224,0.00005149269,0.000014492486,0.00015481643],"about_ca_topic_score_codex":0.00006557298,"about_ca_topic_score_gemma":0.00011780896,"teacher_disagreement_score":0.084340215,"about_ca_system_score_codex":0.000043261472,"about_ca_system_score_gemma":0.000008236002,"threshold_uncertainty_score":0.55142856},"labels":[],"label_agreement":null},{"id":"W4362475999","doi":"10.15540/nr.10.1.21","title":"Intractable Epilepsy Controlled by Neurofeedback and Adjunctive Treatments: A Case Report","year":2023,"lang":"en","type":"article","venue":"NeuroRegulation","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":1,"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 Guelph; York University","funders":"","keywords":"Neurofeedback; Epilepsy; Adjunctive treatment; Intractable epilepsy; Coaching; Psychology; Medicine; Psychological intervention; Psychiatry; Electroencephalography; Physical therapy; Physical medicine and rehabilitation; Psychotherapist; Internal medicine","score_opus":0.019063914464952616,"score_gpt":0.30422834683445993,"score_spread":0.28516443236950734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4362475999","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":[0.99469554,0.00011266468,0.000012111556,0.00201599,0.000103121965,0.0012390814,0.000029087363,0.00017302296,0.0016193513],"genre_scores_gemma":[0.9924875,0.00007587115,0.00006513022,0.00014148687,0.00007532754,0.00017120563,0.00041523445,0.000029820554,0.006538458],"study_design_codex":"case_report","study_design_gemma":"observational","domain_scores_codex":[0.99865127,0.00008384219,0.00028116413,0.00039553948,0.00029043888,0.0002977414],"domain_scores_gemma":[0.99910325,0.00018036058,0.00009918675,0.00028614968,0.000103210754,0.00022786617],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015069239,0.00016813054,0.00034334688,0.00015074843,0.0001351245,0.000030937204,0.000020662883,0.000065740925,0.00007436006],"category_scores_gemma":[0.00028845438,0.00012919298,0.00007694937,0.00033686,0.000060218794,0.00010060901,0.0000293869,0.00012093139,0.0000645959],"study_design_candidate":"observational","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":[0.0099737225,0.001748313,0.38935333,0.00015134866,0.001087735,0.45354852,0.00053113746,0.000077972334,0.025535299,0.0002806185,0.057457767,0.060254246],"study_design_scores_gemma":[0.035881005,0.0028535444,0.89305365,0.000058206144,0.0005741654,0.0480387,0.0001387854,0.012754245,0.0030031372,0.0004469244,0.002935938,0.0002617055],"about_ca_topic_score_codex":0.00011782067,"about_ca_topic_score_gemma":0.00001066225,"teacher_disagreement_score":0.5037003,"about_ca_system_score_codex":0.00006151886,"about_ca_system_score_gemma":0.000051709136,"threshold_uncertainty_score":0.5268337},"labels":[],"label_agreement":null},{"id":"W4402969216","doi":"10.15540/nr.11.3.274","title":"Unraveling the Risk Landscape of Mild Cognitive Impairment: A Pilot QEEG Study With Z-Score and Cordance Analysis","year":2024,"lang":"en","type":"article","venue":"NeuroRegulation","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cognitive impairment; Psychology; Cognition; Audiology; Medicine; Clinical psychology; Neuroscience","score_opus":0.021377452255484035,"score_gpt":0.30431135304405504,"score_spread":0.282933900788571,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402969216","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":[0.99670357,0.00032549805,0.0012505631,0.00018861583,0.000024777568,0.0010754246,0.000020011485,0.000036731028,0.00037484235],"genre_scores_gemma":[0.99952483,0.000049400795,0.000032391603,0.000045068984,0.00004365443,0.000049660168,0.0000311557,0.000015119631,0.00020874408],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.998761,0.00014000098,0.00019111381,0.00030090738,0.00045382787,0.0001531265],"domain_scores_gemma":[0.99932843,0.00022058739,0.000068826135,0.0001464759,0.00017965936,0.000056027693],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036757838,0.000119083335,0.0002012291,0.00027357525,0.000100760866,0.000050084152,0.000039405455,0.000016875596,0.000069398106],"category_scores_gemma":[0.000043173175,0.000069455135,0.00005827379,0.0010359313,0.00009636096,0.000061257204,0.000035261128,0.00016638628,0.0000035939836],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012526312,0.0003213392,0.9899521,0.000075005446,0.0008878842,0.000037508966,0.00082599267,0.00005346741,0.00030022056,0.000023989236,0.00001710465,0.0062527666],"study_design_scores_gemma":[0.0016059563,0.0043811994,0.9674459,0.00013178385,0.0028693455,0.0000123357895,0.0011373934,0.021787127,0.0005141234,0.000040193187,0.000009294136,0.000065328255],"about_ca_topic_score_codex":0.0000667634,"about_ca_topic_score_gemma":0.000072096576,"teacher_disagreement_score":0.02250617,"about_ca_system_score_codex":0.000010967872,"about_ca_system_score_gemma":0.000045953922,"threshold_uncertainty_score":0.2832298},"labels":[],"label_agreement":null},{"id":"W4411687562","doi":"10.15540/nr.12.2.89","title":"Exploring Alpha and Theta Activity in Depression: A Combined Surface EEG and LORETA Study of Cortical and Subcortical Networks","year":2025,"lang":"en","type":"article","venue":"NeuroRegulation","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Research (Canada)","funders":"","keywords":"Electroencephalography; Alpha (finance); Psychology; Neuroscience; Depression (economics); Audiology; Cognitive psychology; Clinical psychology; Medicine; Psychometrics","score_opus":0.08199082854749344,"score_gpt":0.2848253131414934,"score_spread":0.20283448459399994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411687562","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":[0.9985424,0.00005411427,0.00019271967,0.0005748678,0.00013781975,0.0003963404,9.0179316e-7,0.000027958944,0.00007287741],"genre_scores_gemma":[0.9998033,0.000046146,0.000012047444,0.00008930732,0.000008824742,0.000017919858,2.1695872e-7,0.000007620848,0.000014606913],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99875903,0.00027002205,0.000184932,0.00046593443,0.00017783554,0.00014221693],"domain_scores_gemma":[0.9964692,0.0032544285,0.000052496263,0.00015971236,0.00002380534,0.000040349794],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018987783,0.00012043699,0.00022158201,0.00008104862,0.0001426331,0.000029184606,0.000044044642,0.00003811279,0.0000011808545],"category_scores_gemma":[0.0014448967,0.00011099152,0.000012589491,0.00029578136,0.000185113,0.00022333115,0.00021971519,0.00017653097,1.0018548e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007740962,0.00041693528,0.91991735,0.000037038288,0.000010471543,0.000012895522,0.00046776867,0.0018400649,0.06760179,0.0015703258,0.000012006929,0.007339277],"study_design_scores_gemma":[0.0010403102,0.0002384065,0.90569836,0.000023789722,0.000018473425,0.0000040249956,0.000092750495,0.08803957,0.004468617,0.0003006576,0.0000040121613,0.00007104729],"about_ca_topic_score_codex":0.000031439085,"about_ca_topic_score_gemma":0.00006860642,"teacher_disagreement_score":0.0861995,"about_ca_system_score_codex":0.000013028714,"about_ca_system_score_gemma":0.000009588513,"threshold_uncertainty_score":0.45261028},"labels":[],"label_agreement":null},{"id":"W4411687875","doi":"10.15540/nr.12.2.138","title":"Clarifying the Code: Historical Foundations, Current Practices, and Ethical Billing in Neurofeedback and QEEG","year":2025,"lang":"en","type":"article","venue":"NeuroRegulation","topic":"Neuroscience, Education and Cognitive Function","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"SNC-Lavalin (Canada)","funders":"","keywords":"Neurofeedback; Current (fluid); Code (set theory); Psychology; Computer science; Programming language; Neuroscience; Engineering; Electroencephalography","score_opus":0.11087475389246232,"score_gpt":0.37925044710010797,"score_spread":0.26837569320764565,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411687875","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":[0.9526396,0.00015419773,0.0016697495,0.042084523,0.0022944084,0.00041700262,0.0000017909052,0.000060312872,0.0006784416],"genre_scores_gemma":[0.9953752,0.00023374514,0.000031779604,0.003915589,0.000070044945,0.000030013074,0.0000017967595,0.00000816556,0.000333624],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99830216,0.00048675324,0.0002657154,0.000528462,0.00024981433,0.00016706552],"domain_scores_gemma":[0.9983756,0.0011486142,0.00020627995,0.00016561213,0.00005521926,0.000048673355],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004098074,0.000114640134,0.00009909669,0.00021263152,0.0004951638,0.00018388231,0.000104950544,0.00008555277,0.0000065014956],"category_scores_gemma":[0.004192554,0.000093464776,0.000019799847,0.00078379747,0.00018368142,0.00020454354,0.0000719591,0.0007193785,0.0000042256306],"study_design_candidate":"observational","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":[0.0003409201,0.00052509847,0.091473766,0.00020134514,0.0000035427283,0.0000121215635,0.0018437571,0.00039502102,0.36746585,0.1998592,0.0037879783,0.3340914],"study_design_scores_gemma":[0.0008401769,0.0000841941,0.75827885,0.000076893724,0.00003527839,0.00004081467,0.000120732446,0.044035107,0.0064756307,0.007935936,0.1818222,0.00025419096],"about_ca_topic_score_codex":0.000020540236,"about_ca_topic_score_gemma":0.000034135934,"teacher_disagreement_score":0.6668051,"about_ca_system_score_codex":0.00008721604,"about_ca_system_score_gemma":0.000098373035,"threshold_uncertainty_score":0.50191814},"labels":[],"label_agreement":null}]}