{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"527e3153dae6","filters":{"venue":"Social Aspects of Population Health"}},"results":[{"id":"W4414799110","doi":"10.21045/2071-5021-2025-71-4-14","title":"CLINICAL AND PSYCHOEMOTIONAL PROFILE OF INFLAMMATORY BOWEL DISEASE PATIENTS IN RUSSIA","year":2025,"lang":"en","type":"article","venue":"Social Aspects of Population Health","topic":"Microscopic Colitis","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":"Inflammatory bowel disease; Ulcerative colitis; Psychosocial; Quality of life (healthcare); Anxiety; Disease; Cohort; Irritable bowel syndrome","authors":[{"name":"Dina A. Akhmedzyanova","is_ca":false},{"name":"Yuriy А. Vasilev","is_ca":false},{"name":"Anton V. Vladzymyrskyy","is_ca":false},{"name":"Marina G. Mnatsakanyan","is_ca":false},{"name":"Yuliya F. Shumskaya","is_ca":false},{"name":"Roman V. Reshetnikov","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01778252915924729,"gpt":0.3849380634009498,"spread":0.3671555342417026,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002113474,0.00005643786,0.0002445096,0.0001158132,0.00004084201,0.000001845831,0.00002532618,0.00005730939,0.00003891925],"category_scores_gemma":[0.000172585,0.00005909891,0.00004688677,0.0001267856,0.00007513281,0.00003414841,0.00001927461,0.000099448,7.785939e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008600431,"about_ca_system_score_gemma":0.0003821061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000567737,"about_ca_topic_score_gemma":0.0002790769,"domain_scores_codex":[0.9988977,0.00008768067,0.0006044605,0.0001421225,0.0001610285,0.0001070335],"domain_scores_gemma":[0.999527,0.00003350202,0.0001995832,0.00008422568,0.00007194206,0.00008370731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001474219,0.0002349602,0.9633495,0.0006265828,0.000007850874,4.60261e-7,0.0001687811,2.93935e-7,0.000003412773,0.030279,0.0004832184,0.004698559],"study_design_scores_gemma":[0.00166146,0.00007693122,0.9907445,0.0002532117,0.000008403508,5.560245e-8,0.00002887417,0.00003693623,0.000002417575,0.007087288,0.00006925144,0.00003063861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957509,0.0001163142,0.0000101475,0.002664567,0.0001590894,0.0005465711,0.00002996757,0.00001026832,0.0007121814],"genre_scores_gemma":[0.9991412,0.00002760876,0.0002399635,0.000332068,0.00007725046,0.000005879163,0.0001007223,0.000004734548,0.0000705609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02739507,"threshold_uncertainty_score":0.2409984,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3046361207","doi":"10.21045/2071-5021-2020-66-3-4","title":"FACTORS AND INCENTIVES FOR A HEALTHY DIET EXEMPLIFIED BY CONSUMPTION OF IODIZED SALT IN IODINE-DEFICIENT REGIONS","year":2020,"lang":"en","type":"article","venue":"Social Aspects of Population Health","topic":"Consumer Attitudes and Food Labeling","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":"Consumption (sociology); Purchasing; Product (mathematics); Incentive; Environmental health; Health belief model; Iodised salt; Willingness to pay; Marketing; Food science; Psychology; Business; Medicine; Public health; Economics; Health promotion; Iodine deficiency; Mathematics; Biology","authors":[{"name":"Elena Rozhentsova","is_ca":false},{"name":"Е. А. Третьякова","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1004617478000524,"gpt":0.3714316415969816,"spread":0.2709698937969292,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002358869,0.00009767956,0.0004564037,0.00007675715,0.000137646,0.000004456621,0.00002784324,0.00006011109,0.000005530261],"category_scores_gemma":[0.0001603541,0.00009112953,0.00006511031,0.00016865,0.00005456109,0.00003842802,0.0000163361,0.0001200706,1.975616e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009244926,"about_ca_system_score_gemma":0.0001048535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001563099,"about_ca_topic_score_gemma":0.0005209193,"domain_scores_codex":[0.9989045,0.00007919729,0.0005077898,0.0001753302,0.0001562227,0.0001769611],"domain_scores_gemma":[0.9993217,0.0001068768,0.0003234874,0.00005774812,0.00006906094,0.0001211126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003731779,0.0006573674,0.9283562,0.005002027,0.0001238621,4.493127e-7,0.02126404,0.000007974004,0.005077984,0.03201308,0.000648046,0.003117155],"study_design_scores_gemma":[0.004623545,0.001734377,0.9896923,0.0001985007,0.00007080736,3.219285e-7,0.001563444,0.000337194,0.0002318818,0.001200293,0.0002203745,0.0001269814],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866536,0.001334236,0.0003943401,0.01054476,0.0000454767,0.0008971795,0.00009016461,0.00002424421,0.00001599949],"genre_scores_gemma":[0.9988691,0.0001099354,0.0002227502,0.0005451317,0.00003337567,0.00001089703,0.0001959882,0.0000110691,0.000001716174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06133604,"threshold_uncertainty_score":0.3716154,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390713232","doi":"10.21045/2071-5021-2023-69-5-10","title":"ATTITUDE OF HEALTH PROFESSIONALS TOWARDS REASONABLE CONSUMPTION","year":2023,"lang":"en","type":"article","venue":"Social Aspects of Population Health","topic":"Human Resources and Workforce","field":"Social Sciences","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":"Declaration; Test (biology); Consumption (sociology); Population; Psychology; Health care; Quarter (Canadian coin); Nursing; Medical education; Medicine; Environmental health; Sociology; Political science; Social science","authors":[{"name":"A.V. Zubko","is_ca":false},{"name":"T.P. Sabgayda","is_ca":false},{"name":"Konstantin E. Khomanov","is_ca":false},{"name":"Yulia Dzyuba","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0994847836703924,"gpt":0.4466000937675067,"spread":0.3471153100971143,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002466093,0.00007770665,0.0003461663,0.0001249562,0.001013333,0.00001207871,0.0001265957,0.00008851509,0.0002059857],"category_scores_gemma":[0.0001350112,0.00007933907,0.00008717654,0.0005418322,0.0001031789,0.00009820259,0.00003088485,0.00009708118,0.00002345936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002492045,"about_ca_system_score_gemma":0.0006727589,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02618092,"about_ca_topic_score_gemma":0.005195813,"domain_scores_codex":[0.9976975,0.0005561208,0.0005573973,0.0001652831,0.0006479567,0.0003757938],"domain_scores_gemma":[0.9989384,0.00007328823,0.0006739293,0.00009185574,0.0001112195,0.000111246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00002322134,0.0001422908,0.08917689,0.0005544119,0.00002354101,4.69216e-7,0.0534361,0.00006581173,0.000008716685,0.8040541,0.01398348,0.038531],"study_design_scores_gemma":[0.0003072834,0.00009011804,0.9582753,0.0002175054,0.000003968583,8.768589e-8,0.007705125,0.00003932305,0.000006547929,0.02163105,0.01161329,0.0001103925],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9558291,0.0005066401,0.00004747372,0.03646038,0.0003741597,0.0008413891,0.00003423035,0.0001976609,0.005708895],"genre_scores_gemma":[0.9977378,0.0002042539,0.0001134993,0.0004156974,0.0002580435,0.000008738491,0.00009927229,0.00001102686,0.001151652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8690984,"threshold_uncertainty_score":0.9803038,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414799182","doi":"10.21045/2071-5021-2025-71-4-5","title":"WILLINGNESS OF CHILDLESS COUPLES TO USE ASSISTED REPRODUCTIVE TECHNOLOGIES IN RUSSIA","year":2025,"lang":"en","type":"article","venue":"Social Aspects of Population Health","topic":"Reproductive Health and Technologies","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":"Reproductive health; Odds; Sample (material); Quarter (Canadian coin); Reproductive medicine; Population; Reproductive technology; Sample size determination","authors":[{"name":"T.P. Sabgayda","is_ca":false},{"name":"Violetta V. Borovkova","is_ca":false},{"name":"A.V. Zubko","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04096904650338451,"gpt":0.3716647217554293,"spread":0.3306956752520448,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004979472,0.0001292353,0.0006561203,0.0005602409,0.0001133307,0.000005251989,0.0001049854,0.0001697775,0.000001775368],"category_scores_gemma":[0.002784117,0.00012034,0.00006216046,0.001616786,0.0001555914,0.00009273618,0.00006186949,0.0002380548,6.67366e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003120084,"about_ca_system_score_gemma":0.0003419809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003913444,"about_ca_topic_score_gemma":0.0005245826,"domain_scores_codex":[0.9982808,0.00006108083,0.0007093578,0.0004456248,0.0002336865,0.0002694137],"domain_scores_gemma":[0.9988202,0.0000857127,0.000389589,0.0004206799,0.0002494029,0.00003436701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003343939,0.0003274193,0.742212,0.0007974683,0.00003336993,0.000002134929,0.0006428159,0.00002602498,0.0006876625,0.1989204,0.0001836959,0.05583264],"study_design_scores_gemma":[0.0004758902,0.0002128635,0.9672718,0.0003444045,0.00001130089,0.000001399254,0.001718646,0.000009085834,0.003206544,0.02640531,0.0002702999,0.00007244034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9515164,0.0006187956,0.0001285622,0.04572595,0.0001548676,0.001216986,0.00001327864,0.0002511983,0.0003739583],"genre_scores_gemma":[0.9974122,0.0001261542,0.002119062,0.0001994253,0.00004158075,0.00003359549,0.00002904918,0.00001104082,0.00002791167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2250598,"threshold_uncertainty_score":0.5915984,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7131835571","doi":"10.21045/2071-5021-2025-71-6-9","title":"REGULATORY BARRIERS TO PERSONAL DATA MANAGEMENT. AN ANALYTICAL REVIEW OF INTERNATIONAL LEGAL REGIMES","year":2025,"lang":"","type":"article","venue":"Social Aspects of Population Health","topic":"Digital Transformation in Law","field":"Economics, Econometrics and Finance","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":"Data Protection Act 1998; General Data Protection Regulation; Scope (computer science); Ambiguity; Context (archaeology); European union; Information privacy law; Identification (biology); Information privacy","authors":[{"name":"K. V. Sidorov","is_ca":false},{"name":"Nikita Golubev","is_ca":false},{"name":"Alexey Evdokimov","is_ca":false},{"name":"Sergey L. Shvyrev","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05110922155257794,"gpt":0.347387035635459,"spread":0.296277814082881,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001887892,0.0002205818,0.0009004545,0.0006540534,0.0002314661,0.00008098963,0.0008760889,0.000120797,0.0008396668],"category_scores_gemma":[0.0003279212,0.0003065146,0.0002009056,0.0009743118,0.0001592795,0.001474921,0.0002111837,0.0001728165,0.00002272636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005261581,"about_ca_system_score_gemma":0.0003550833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005592002,"about_ca_topic_score_gemma":0.00007918332,"domain_scores_codex":[0.9962614,0.00008696062,0.002367801,0.0006477833,0.0002962059,0.000339831],"domain_scores_gemma":[0.9977026,0.00003863818,0.001144036,0.0006393071,0.0001850545,0.0002903537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00004618972,0.000133018,0.0076831,0.006046818,0.0002316992,5.663604e-7,0.0004283135,0.00002308066,7.491739e-8,0.9659654,0.01030997,0.009131772],"study_design_scores_gemma":[0.00221974,0.0004408594,0.4819778,0.009742764,0.0001776351,0.000002276312,0.002586915,0.01198797,0.000005353503,0.0757024,0.4141878,0.0009685612],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03468902,0.02786471,0.007987171,0.1427282,0.006656625,0.004615461,0.01034932,0.000129055,0.7649804],"genre_scores_gemma":[0.9873956,0.004376288,0.0008849549,0.00453911,0.0002107189,0.00001034394,0.001416548,0.00002325671,0.001143223],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9527065,"threshold_uncertainty_score":0.9999387,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}