{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"6e733701fbcd","filters":{"venue":"Russian journal of neurosurgery"}},"results":[{"id":"W3172182399","doi":"10.17650/1683-3295-2021-23-2-14-24","title":"Results of revascularizing operations performed in the acute period of subarachnoid hemorrhage","year":2021,"lang":"en","type":"article","venue":"Russian journal of neurosurgery","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medicine; Subarachnoid hemorrhage; Cerebral blood flow; Anesthesia; Aneurysm; Transcranial Doppler; Vasospasm; Cardiology; Surgery","authors":[{"name":"V. А. Lukyanchikov","is_ca":false},{"name":"И. М. Шетова","is_ca":false},{"name":"V. D. Shtadler","is_ca":false},{"name":"N. E. Kudryashova","is_ca":false},{"name":"G. K. Guseynova","is_ca":false},{"name":"Krylov Vv","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02007737901003932,"gpt":0.2631811225883831,"spread":0.2431037435783437,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005862556,0.0002655625,0.0003852382,0.0007408155,0.0003508896,0.0003729019,0.0002340101,0.0003924628,0.0009493437],"category_scores_gemma":[0.0021972,0.0001511775,0.0005817386,0.0003569091,0.0003054776,0.0003317132,0.0003050681,0.0004289105,0.0001907397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002511164,"about_ca_system_score_gemma":0.0002576271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007808346,"about_ca_topic_score_gemma":0.001221077,"domain_scores_codex":[0.9994486,0.0001373076,0.00007775209,0.00009475862,0.0001036326,0.0001378982],"domain_scores_gemma":[0.9974608,0.0004527554,0.001202436,0.0001329535,0.0002397201,0.0005112746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003232856,0.00007867737,0.9970988,0.00001536233,0.00009110846,0.000283895,0.00005150207,0.00005884784,0.0001949504,0.000007831913,0.00003940374,0.001756376],"study_design_scores_gemma":[0.000006520572,0.0005040598,0.9979493,0.000006782689,0.00003869674,0.00109264,0.00009533628,0.00007284417,0.0001125564,0.00001071532,0.0001052738,0.00000530147],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993499,0.0003232287,0.00004617314,0.00001038475,0.000004982601,0.000003360197,0.00009877276,0.00000163814,0.0001615923],"genre_scores_gemma":[0.9993967,0.0001456698,0.00003407482,0.000009500864,0.00001627097,0.000005838026,0.0003068571,8.752393e-7,0.00008416798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009493437,"threshold_uncertainty_score":0.003175914,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3049418295","doi":"","title":"НЕЙРОПСИХОЛОГИЧЕСКИЕ ПОСЛЕДСТВИЯ И КАЧЕСТВО ЖИЗНИ ПАЦИЕНТОВ ПОСЛЕ ХИРУРГИЧЕСКОГО ЛЕЧЕНИЯ АНЕВРИЗМ ГОЛОВНОГО МОЗГА","year":2018,"lang":"ru","type":"article","venue":"Russian journal of neurosurgery","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medicine; Neuropsychology; Quality of life (healthcare); Subarachnoid hemorrhage; Cognition; Cognitive deficit; Anxiety; Aneurysm; Rating scale; Surgery; Psychology; Cognitive impairment; Psychiatry","authors":[{"name":"Д. В. Войцеховский","is_ca":false},{"name":"Д. В. Свистов","is_ca":false},{"name":"А. В. Савелло","is_ca":false},{"name":"С. А. Ландик","is_ca":false},{"name":"К. Н. Бабичев","is_ca":false},{"name":"Р. С. Мартынов","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02556854200263603,"gpt":0.2735400215644126,"spread":0.2479714795617766,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004725285,0.0001798516,0.0002651365,0.0006636654,0.0002657989,0.0005787577,0.0001574556,0.0002696632,0.004305504],"category_scores_gemma":[0.00106386,0.000160993,0.0002155608,0.0005321464,0.0002858331,0.0002739258,0.0001808197,0.0003861735,0.0007804746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003074545,"about_ca_system_score_gemma":0.0007396699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00159279,"about_ca_topic_score_gemma":0.002501472,"domain_scores_codex":[0.9996861,0.00006016836,0.00002497759,0.00003905809,0.0001494834,0.00004017916],"domain_scores_gemma":[0.9997844,0.00006630296,0.00005448105,0.0000150717,0.00005352975,0.00002621849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009394562,0.0005047203,0.01998503,0.0009057446,0.00009801633,0.001167549,0.000618316,0.00096952,0.1008221,0.005951268,0.004156733,0.8638816],"study_design_scores_gemma":[0.00126124,0.008625739,0.2324894,0.0009849287,0.001055514,0.01765813,0.00223299,0.005416336,0.265713,0.01474788,0.4494742,0.0003405472],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8040856,0.08956134,0.03389138,0.002182027,0.0009549838,0.0005717308,0.001356599,0.0002558397,0.06714052],"genre_scores_gemma":[0.9459059,0.01942959,0.0247241,0.000202946,0.0002348552,0.0003653403,0.0003146782,0.00003395603,0.008788641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004305504,"threshold_uncertainty_score":0.01440334,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4384201131","doi":"10.17650/1683-3295-2023-25-2-114-129","title":"Low-flow extra-intracranial bypass in acute carotid and vertebrobasilar ischemic stroke (literature review)","year":2023,"lang":"en","type":"article","venue":"Russian journal of neurosurgery","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medicine; Stroke (engine); Revascularization; Cerebral blood flow; Basilar artery; Vertebral artery; Radiology; Cardiology","authors":[{"name":"А. В. Щербинин","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007776936479352387,"gpt":0.2379768920375266,"spread":0.2301999555581742,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008017775,0.0008034621,0.002537153,0.006146863,0.0004111369,0.001094149,0.001145391,0.001073073,0.004593366],"category_scores_gemma":[0.002334673,0.0003440287,0.002084544,0.007372819,0.0004245514,0.00140966,0.0005060534,0.0004993939,0.000485988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007016711,"about_ca_system_score_gemma":0.002565051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003053802,"about_ca_topic_score_gemma":0.00471796,"domain_scores_codex":[0.999448,0.00008446186,0.0002558964,0.00007738602,0.00009891142,0.00003528349],"domain_scores_gemma":[0.9981376,0.001047559,0.0005043779,0.00002418429,0.0002429269,0.00004331522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000315619,0.00008842282,0.002333567,0.6973615,0.001963759,0.001200295,0.0002339802,0.0001613464,0.0005449453,0.0004119652,0.01035938,0.2850252],"study_design_scores_gemma":[0.0004151324,0.0009155441,0.03663368,0.6647664,0.04142813,0.01896041,0.001015241,0.000314269,0.001067102,0.001188871,0.2331751,0.0001201124],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005873236,0.9989422,0.00002425016,0.00008256056,0.00006413417,0.00002106344,0.00007293071,0.000002424328,0.0002030263],"genre_scores_gemma":[0.003720987,0.9957462,0.00009644035,0.0001409446,0.00009830083,0.00002855721,0.00008961975,6.350756e-7,0.00007821307],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006146863,"threshold_uncertainty_score":0.01536638,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7154943814","doi":"10.63769/1683-3295-2017-0-4-74-79","title":"NEUROPSYCHOLOGICAL SEQUELLAE AND LIFE QUALITY OF PATIENTS AFTER SURGICAL TREATMENT OF CEREBRAL ANEURYSMS","year":2018,"lang":"","type":"article","venue":"Russian journal of neurosurgery","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Neuropsychology; Quality of life (healthcare); Subarachnoid hemorrhage; Cognition; Anxiety; Aneurysm; Cognitive deficit; Postoperative cognitive dysfunction","authors":[{"name":"Д. В. Войцеховский","is_ca":false},{"name":"D. V. Svistov","is_ca":false},{"name":"A. V. Savello","is_ca":false},{"name":"S. A. Landik","is_ca":false},{"name":"K. N. Babichev","is_ca":false},{"name":"Р. С. Мартынов","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04053338432170296,"gpt":0.3064369258153309,"spread":0.2659035414936279,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000393712,0.0002665767,0.0003163169,0.0006762384,0.0003114678,0.000384241,0.0001735301,0.0002471535,0.001023273],"category_scores_gemma":[0.002829738,0.00009947017,0.0004332607,0.0005501982,0.0002032602,0.0002472293,0.0003017578,0.0003980057,0.0001046561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002443066,"about_ca_system_score_gemma":0.0002047758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001857674,"about_ca_topic_score_gemma":0.002177286,"domain_scores_codex":[0.9997376,0.00006335287,0.00004097322,0.00003620712,0.00006240572,0.00005942899],"domain_scores_gemma":[0.9988384,0.0001269165,0.0006776073,0.00003510628,0.0001122708,0.0002097529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001447507,0.00006520616,0.996838,0.00002558622,0.00008229102,0.000146344,0.0001074122,0.00006305194,0.00008516198,0.000009381116,0.00006887104,0.002363959],"study_design_scores_gemma":[0.000007026829,0.0001976466,0.9990402,0.000007646312,0.00002510651,0.0004151972,0.0001108193,0.00006541699,0.00003083898,0.00001808747,0.00007813263,0.000003770693],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989993,0.0004981286,0.00002775406,0.00003411117,0.000005673046,0.000005741419,0.0001659524,0.000001296207,0.0002619554],"genre_scores_gemma":[0.999456,0.0002047407,0.00003095836,0.00001105164,0.0000073834,0.000005687636,0.0002201519,3.491933e-7,0.00006359813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001857674,"threshold_uncertainty_score":0.003693759,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}