{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":8,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":8,"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":"588782c1709b","filters":{"venue":"Перспективи та інновації науки"}},"results":[{"id":"W4391238611","doi":"10.52058/2786-4952-2024-1(35)-1055-1066","title":"РОЛЬ ВІТАМІНУ D В ФОРМУВАННІ І ПЕРЕБІГУ ЗАПАЛЬНИХ ЗАХВОРЮВАНЬ КИШЕЧНИКУ В ДІТЕЙ (ОГЛЯД ЛІТЕРАТУРИ)","year":2024,"lang":"uk","type":"article","venue":"Перспективи та інновації науки","topic":"Military Technology and Strategies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Computer science","authors":[{"name":"Тетяна Ярошевська","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007621901557347215,"gpt":0.2115247609188087,"spread":0.2039028593614615,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003113226,0.0005501146,0.0002414157,0.002107691,0.003238603,0.009562429,0.0007163976,0.002375528,0.01500682],"category_scores_gemma":[0.006289372,0.0005415662,0.000389839,0.001859153,0.01100969,0.004793204,0.003054609,0.002218395,0.004638351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00547066,"about_ca_system_score_gemma":0.009377775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007840733,"about_ca_topic_score_gemma":0.01242031,"domain_scores_codex":[0.9955943,0.001434328,0.0003020574,0.0005500923,0.001666317,0.0004528368],"domain_scores_gemma":[0.9966527,0.001152991,0.0003898347,0.0004218259,0.000971848,0.0004108146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00002075983,0.0000293493,0.00109221,0.0001557041,0.00001015615,0.0001898809,0.004672493,0.0003018964,0.001262055,0.9572101,0.005114468,0.02994095],"study_design_scores_gemma":[0.00002624953,0.00007529404,0.003711047,0.0003441162,0.0000231957,0.0004781029,0.01004923,0.0004351283,0.003571702,0.3738765,0.6073385,0.00007092972],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.03453105,0.004771593,0.04444203,0.01879376,0.0006086414,0.0001879925,0.0002620159,0.0001553732,0.8962476],"genre_scores_gemma":[0.7762411,0.006388181,0.05562799,0.001950533,0.0002697522,0.0004571913,0.0001883087,0.0002119618,0.158665],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01500682,"threshold_uncertainty_score":0.05020279,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393253551","doi":"10.52058/2786-4952-2024-3(37)-467-477","title":"СУЧАСНІ ЦИФРОВІ ВИКЛИКИ В СИСТЕМІ ВІЙСЬКОВОЇ ОСВІТИ","year":2024,"lang":"uk","type":"article","venue":"Перспективи та інновації науки","topic":"Military Technology and Strategies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Tellabs (Canada)","funders":"","keywords":"Business","authors":[{"name":"Юлія Носенко","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007532584451943303,"gpt":0.2116961004241017,"spread":0.2041635159721584,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003854531,0.001090271,0.0006342334,0.002620208,0.004979497,0.01304271,0.001588358,0.003019944,0.05073231],"category_scores_gemma":[0.01107352,0.0009310038,0.0009875731,0.002452383,0.01015869,0.008181391,0.004843084,0.004307806,0.01870808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00576716,"about_ca_system_score_gemma":0.01015788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009848075,"about_ca_topic_score_gemma":0.00966215,"domain_scores_codex":[0.9934676,0.001746841,0.0003811082,0.001227736,0.002458083,0.0007186401],"domain_scores_gemma":[0.9941717,0.001597017,0.000480225,0.00103893,0.00208822,0.0006238992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006926688,0.00005292553,0.001815932,0.0003171266,0.00003078572,0.0004418274,0.006228478,0.0006804563,0.001971013,0.9145411,0.02032849,0.05352259],"study_design_scores_gemma":[0.0000281284,0.00005299163,0.003337433,0.0005307065,0.0000437868,0.0005863567,0.007007525,0.001058174,0.002660917,0.323012,0.6615931,0.00008886556],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01916624,0.006958108,0.06995625,0.01849512,0.001727698,0.0002157362,0.000780098,0.0005381858,0.8821626],"genre_scores_gemma":[0.5213844,0.01239266,0.10869,0.004382811,0.001191127,0.0008910625,0.001152781,0.001210595,0.3487046],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05073231,"threshold_uncertainty_score":0.1697165,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413853203","doi":"10.52058/2786-4952-2025-8(54)-1836-1848","title":"ВИКОРИСТАННЯ ЦИФРОВИХ ТЕХНОЛОГІЙ У НАДАННІ НЕВІДКЛАДНОЇ ПСИХОЛОГІЧНОЇ ДОПОМОГИ","year":2025,"lang":"uk","type":"article","venue":"Перспективи та інновації науки","topic":"Military Technology and Strategies","field":"Engineering","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":"Environmental science","authors":[{"name":"Валерія Чернова","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004546730391707525,"gpt":0.2095003533045032,"spread":0.2049536229127957,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00272021,0.0004618431,0.0002739478,0.001556834,0.002831474,0.007928158,0.0007438411,0.001591919,0.03027743],"category_scores_gemma":[0.006161649,0.0004479356,0.000422805,0.00134617,0.00518387,0.004306704,0.002499229,0.002214064,0.007752657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003152089,"about_ca_system_score_gemma":0.005337402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005814891,"about_ca_topic_score_gemma":0.008595455,"domain_scores_codex":[0.9972562,0.000772506,0.0001377704,0.0003396957,0.001176846,0.0003169484],"domain_scores_gemma":[0.9975689,0.0007078153,0.0001581356,0.0003707142,0.0008910795,0.0003033158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007864882,0.00005626097,0.001179516,0.0002961619,0.00001627343,0.0003727365,0.00661779,0.0005709829,0.002182903,0.8553435,0.01863806,0.1146471],"study_design_scores_gemma":[0.00002983142,0.00005424002,0.002143117,0.0003784219,0.00003150448,0.0006021906,0.005656569,0.000746278,0.00218184,0.2410154,0.7471052,0.00005542253],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03209197,0.01073936,0.07099445,0.02204434,0.001918254,0.000172731,0.0004400593,0.0002924262,0.8613064],"genre_scores_gemma":[0.7419103,0.01322243,0.07755383,0.001589837,0.0008417296,0.0003661809,0.0003433652,0.0005086102,0.1636637],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03027743,"threshold_uncertainty_score":0.1012881,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393299504","doi":"10.52058/2786-4952-2024-3(37)-825-838","title":"ДОСЛІДЖЕННЯ ВЗАЄМОЗВ’ЯЗКУ РІВНЯ РОЗВИТКУ ЛІДЕРСЬКИХ ЯКОСТЕЙ І АКАДЕМІЧНОЇ ПРОКРАСТИНАЦІЇ У СТУДЕНТСЬКОЇ МОЛОДІ","year":2024,"lang":"uk","type":"article","venue":"Перспективи та інновації науки","topic":"Military Technology and Strategies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Tellabs (Canada)","funders":"","keywords":"Computer science","authors":[{"name":"Євген Запорожцев","is_ca":true},{"name":"Людмила Котляр","is_ca":true},{"name":"Анастасія Юріна","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007532584451943303,"gpt":0.2116961004241017,"spread":0.2041635159721584,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001852057,0.0003680119,0.0001906891,0.001392954,0.002420802,0.006725254,0.000542447,0.001425503,0.01926555],"category_scores_gemma":[0.003716311,0.0003980463,0.00028607,0.001355536,0.005094883,0.002294416,0.001812957,0.001494684,0.004611386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003367427,"about_ca_system_score_gemma":0.005073433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006604052,"about_ca_topic_score_gemma":0.00957681,"domain_scores_codex":[0.9977749,0.0006540787,0.00008821502,0.0001991288,0.0009961807,0.0002874072],"domain_scores_gemma":[0.998392,0.0006526956,0.0001170782,0.0002179973,0.000478606,0.0001415379],"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":[0.0000371133,0.00002819807,0.0006458352,0.0000973514,0.000007224905,0.0002066925,0.008704104,0.000350718,0.002089932,0.9449717,0.004396513,0.03846459],"study_design_scores_gemma":[0.00003666375,0.00009469844,0.00521237,0.0002145441,0.0000312417,0.0005884329,0.01356153,0.0008517928,0.007414071,0.3146819,0.6572282,0.00008452055],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07411233,0.002291835,0.03837613,0.007606879,0.0006761106,0.0001605234,0.0002285611,0.0001831653,0.8763645],"genre_scores_gemma":[0.848741,0.001973516,0.02758213,0.000448407,0.0001708578,0.0002466969,0.0001065755,0.0001332776,0.1205975],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01926555,"threshold_uncertainty_score":0.06444973,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414675235","doi":"10.52058/2786-4952-2025-9(55)-1682-1697","title":"IRON DEFICIENCY ANAEMIA: REFLECTING SCIENTIFIC PROGRESS AND TRENDS THROUGH BIBLIOMETRIC ANALYSIS","year":2025,"lang":"uk","type":"article","venue":"Перспективи та інновації науки","topic":"Iron Metabolism and Disorders","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":"Scientific progress; Iron deficiency; Bibliometrics; Trend analysis; Technical progress","authors":[{"name":"Tetiana Chernets","is_ca":false},{"name":"Iryna Savchenko","is_ca":false},{"name":"Taras Krytsky","is_ca":false},{"name":"Oksana Khlibovska","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03399909291556662,"gpt":0.3738769672539739,"spread":0.3398778743384073,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01266151,0.0008483652,0.003540281,0.1726941,0.001123679,0.006227748,0.001365757,0.001036226,0.00568661],"category_scores_gemma":[0.08194821,0.0004755076,0.003155188,0.2829718,0.0009206048,0.003713644,0.002802293,0.0009588927,0.001201437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003591821,"about_ca_system_score_gemma":0.008302133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01101956,"about_ca_topic_score_gemma":0.01268407,"domain_scores_codex":[0.9742526,0.00466381,0.0088128,0.00230451,0.009046856,0.0009194895],"domain_scores_gemma":[0.8906463,0.06894315,0.016929,0.002390161,0.01953832,0.001553124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005207855,0.0001764661,0.3283456,0.1448664,0.00908004,0.0007297737,0.005086774,0.002581175,0.001166543,0.007601972,0.05638713,0.4434575],"study_design_scores_gemma":[0.0001985991,0.0002844446,0.6392212,0.03908019,0.01080835,0.001689319,0.01049737,0.007556961,0.001345925,0.008026848,0.2809033,0.0003875214],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2584008,0.4262587,0.009350444,0.01364801,0.001224391,0.002079081,0.2520873,0.001387722,0.03556349],"genre_scores_gemma":[0.6201226,0.2411217,0.02500507,0.001188078,0.00108517,0.003425764,0.1044554,0.0002632173,0.003333026],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8273059,"threshold_uncertainty_score":0.06696129,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415693738","doi":"10.52058/2786-4952-2025-10(56)-2235-2244","title":"REHABILITATION AFTER LOWER LIMB AMPUTATION: BETWEEN FUNCTIONAL RECOVERY AND QUALITY OF LIFE","year":2025,"lang":"","type":"article","venue":"Перспективи та інновації науки","topic":"Prosthetics and Rehabilitation Robotics","field":"Engineering","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":"Lower limb; Rehabilitation; Quality of life (healthcare); Lower limb amputation; Activities of daily living","authors":[{"name":"Viktoriia Kyrychenko","is_ca":false},{"name":"Y. Kyrychenko","is_ca":false},{"name":"Oleksandra Horodetska","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01407855821969196,"gpt":0.2492902428102193,"spread":0.2352116845905274,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002755791,0.0003818734,0.001593165,0.005089433,0.0004244338,0.002168686,0.0005889129,0.0008599684,0.004194356],"category_scores_gemma":[0.007737493,0.0001478139,0.001499213,0.007755805,0.0005874206,0.001945154,0.0009675486,0.0007644866,0.000471472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001430014,"about_ca_system_score_gemma":0.002243634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001764933,"about_ca_topic_score_gemma":0.003949909,"domain_scores_codex":[0.9976624,0.0007283988,0.0006140873,0.0002240151,0.0006543493,0.0001168209],"domain_scores_gemma":[0.9964599,0.001729328,0.001023474,0.00002934152,0.000646085,0.000111894],"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":[0.0008791431,0.0003293861,0.08517933,0.1380231,0.003230603,0.0006693847,0.002008979,0.0002945716,0.0006906603,0.003582953,0.008799404,0.7563125],"study_design_scores_gemma":[0.0002191359,0.001972343,0.6190487,0.2466441,0.01088352,0.005501125,0.009721894,0.0007453278,0.0009343153,0.007510826,0.0965985,0.0002202373],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03537341,0.9523441,0.0005212786,0.002824107,0.0003541097,0.0001517955,0.001104499,0.00001131203,0.007315389],"genre_scores_gemma":[0.3549497,0.6378418,0.002465738,0.001368153,0.0005600695,0.0004382824,0.001140806,0.000008466948,0.001227057],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005089433,"threshold_uncertainty_score":0.01457417,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415694263","doi":"10.52058/2786-4952-2025-10(56)-1579-1588","title":"ПСИХОЛОГІЧНІ МЕХАНІЗМИ СТВОРЕННЯ ТА СПРИЙНЯТТЯ КОМУНІКАЦІЙНИХ ПОВІДОМЛЕНЬ В УПРАВЛІННІ","year":2025,"lang":"","type":"article","venue":"Перспективи та інновації науки","topic":"Military Technology and Strategies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"University of Illinois at Urbana-Champaign; Centers for Disease Control and Prevention; Canada Excellence Research Chairs, Government of Canada; World Health Organization","keywords":"Process (computing); Identification (biology); Product (mathematics)","authors":[{"name":"Мартин Ковалко","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005147184415506868,"gpt":0.2096185828463734,"spread":0.2044713984308665,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003100703,0.0004636068,0.0004395127,0.003022409,0.001325717,0.004192302,0.000697009,0.0009583448,0.02189152],"category_scores_gemma":[0.007044764,0.000528973,0.0004537079,0.00306866,0.002407513,0.002178034,0.001608447,0.001359722,0.007231706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001641506,"about_ca_system_score_gemma":0.004349641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00370974,"about_ca_topic_score_gemma":0.004678926,"domain_scores_codex":[0.9971747,0.0008017403,0.0001805817,0.0003585728,0.001327072,0.0001572862],"domain_scores_gemma":[0.9966897,0.001392834,0.0004588437,0.0005059838,0.0007542534,0.0001984034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002499855,0.0002203794,0.009897943,0.001147259,0.00005958868,0.001581917,0.008993251,0.002393989,0.01800719,0.2182283,0.01059609,0.7286241],"study_design_scores_gemma":[0.00008132683,0.0004206318,0.03701806,0.001153812,0.0001760156,0.003625356,0.008555787,0.003831495,0.02057426,0.1702991,0.754017,0.0002472027],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.161182,0.02529647,0.3285347,0.007960989,0.002016096,0.0013858,0.001516288,0.0008928185,0.471215],"genre_scores_gemma":[0.6252062,0.0186976,0.2794451,0.0005690542,0.0005735605,0.001296592,0.000984869,0.0004572525,0.07276972],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02189152,"threshold_uncertainty_score":0.07323438,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413853413","doi":"10.52058/2786-4952-2025-8(54)-2015-2023","title":"DOUBLE HELIX CURRICULUM AS AN INNOVATIVE MODEL OF MEDICAL EDUCATION: THEORETICAL REFLECTIONS AND PRACTICAL ANALYSIS OF THE ADVANTAGES OF AN INTEGRATED APPROACH","year":2025,"lang":"uk","type":"article","venue":"Перспективи та інновації науки","topic":"Biomedical and Engineering Education","field":"Engineering","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":"Curriculum; Helix (gastropod); Engineering ethics; Mathematics education; Engineering; Computer science; Sociology; Psychology; Pedagogy","authors":[{"name":"Tetiana Yashkina","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01454396299807239,"gpt":0.356950356698315,"spread":0.3424063937002427,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004725399,0.0003271932,0.000191483,0.0008869126,0.001934373,0.005470491,0.0009793638,0.001811299,0.002707355],"category_scores_gemma":[0.004572659,0.0001780717,0.0003628247,0.0006054002,0.007251685,0.004113376,0.00625623,0.002533011,0.0002839554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0071516,"about_ca_system_score_gemma":0.009626817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00255223,"about_ca_topic_score_gemma":0.002615738,"domain_scores_codex":[0.9958411,0.00294187,0.00009405602,0.000170679,0.0005822307,0.0003700689],"domain_scores_gemma":[0.9973429,0.001599571,0.000199976,0.0001561409,0.0002419097,0.0004594997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006687362,0.0006254893,0.003467157,0.0003551863,0.00001122958,0.0005038682,0.04761286,0.003078342,0.001127467,0.822759,0.003145797,0.1172468],"study_design_scores_gemma":[0.0002431271,0.001891309,0.0108353,0.002614226,0.00005785396,0.001955914,0.1475255,0.03058146,0.003694069,0.3265394,0.4739571,0.0001047188],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.3920422,0.004432284,0.1932026,0.05047702,0.0007955557,0.001138848,0.00005198744,0.0002528928,0.3576066],"genre_scores_gemma":[0.9275565,0.001301478,0.0601745,0.002240032,0.00006351546,0.0004021188,0.00002548548,0.00002333481,0.008213146],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0071516,"threshold_uncertainty_score":0.05188876,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}