{"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":"3577aec2cd23","filters":{"venue":"Farmatsevtychnyi zhurnal"}},"results":[{"id":"W2983878793","doi":"10.32352/0367-3057.5.19.01","title":"Research of the current state of the vitaminary preparations market in Ukraine","year":2019,"lang":"en","type":"article","venue":"Farmatsevtychnyi zhurnal","topic":"Agriculture and Biological Studies","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Current (fluid); State (computer science); Business; Political science; Computer science; Engineering; Electrical engineering","authors":[{"name":"I. Ya. Horodetska","is_ca":false},{"name":"O. B. Blavatska","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04034635553010157,"gpt":0.3035336463031353,"spread":0.2631872907730338,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007135611,0.00009231574,0.0001763103,0.0000103056,0.0001648855,0.00001086474,0.0005435704,0.00003674402,0.0002065576],"category_scores_gemma":[0.00007371233,0.0000193069,0.0001347689,0.0007833484,0.0002012319,0.00004849659,0.0003923152,0.0003683002,0.00001163711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002372841,"about_ca_system_score_gemma":0.00001269028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006891102,"about_ca_topic_score_gemma":0.0004946319,"domain_scores_codex":[0.9985259,0.0003646171,0.0003238312,0.000158749,0.0003837111,0.0002432211],"domain_scores_gemma":[0.9992777,0.0003107534,0.0001492223,0.00008847156,0.0001460577,0.00002775568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001502892,0.0005993039,0.6024388,0.00005284896,0.00003508865,8.483748e-7,0.0005216766,0.00005030941,0.2052363,0.0002972756,0.0285038,0.1621135],"study_design_scores_gemma":[0.0000830834,0.0001332687,0.963651,0.00007049814,0.000003293784,0.000002329622,0.0001568251,0.00002169953,0.002320707,0.0006019734,0.03289922,0.00005609203],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922608,0.0008141579,1.459047e-7,0.002058884,0.000191128,0.0004106992,0.00004639486,0.000006243413,0.004211588],"genre_scores_gemma":[0.9985433,0.0002603617,0.000004499933,0.00004418071,0.00006385534,0.00001399791,0.000002976455,3.847746e-7,0.001066409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3612122,"threshold_uncertainty_score":0.2261661,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2898271543","doi":"10.32352/0367-3057.3-4.17.08","title":"Identification and quantitative determination of the flavonoids of the complex dense extract of st. john's wort herb and pot marigold flowers","year":2018,"lang":"en","type":"article","venue":"Farmatsevtychnyi zhurnal","topic":"Medicinal plant effects and applications","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Calendula officinalis; Hyperoside; Hypericum perforatum; Herb; Chemistry; Traditional medicine; Chromatography; Polyphenol; Tannin; Ascorbic acid; Medicinal herbs; Food science; Quercetin; Biochemistry; Medicine; Antioxidant","authors":[{"name":"T. A. Shostak","is_ca":false},{"name":"T. G. Kalyniuk","is_ca":false},{"name":"L. V. Vronska","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02680411016577485,"gpt":0.3135019647281615,"spread":0.2866978545623867,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004909885,0.0001016265,0.0002410146,0.00007539902,0.000113135,0.00000871891,0.000126372,0.00005797459,0.00004957283],"category_scores_gemma":[0.0001666352,0.00005907535,0.00006115452,0.000222795,0.0006087674,0.00006733723,0.00005263553,0.0001510102,0.000001136527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001653349,"about_ca_system_score_gemma":0.00005151459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004820034,"about_ca_topic_score_gemma":0.00003628025,"domain_scores_codex":[0.998919,0.00008696598,0.0004320217,0.0001415315,0.0003147489,0.0001057542],"domain_scores_gemma":[0.9988056,0.0001702015,0.0004437125,0.0002767263,0.0002470883,0.00005668187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002796756,0.0001711272,0.03190618,0.0004179931,0.00006855383,0.00000159684,0.001551061,0.000001782256,0.947634,0.002549232,0.001855681,0.01356305],"study_design_scores_gemma":[0.001052972,0.000363392,0.9082438,0.0005216289,0.0002885361,0.0001665257,0.0008696692,0.006591081,0.08009928,0.0005173704,0.001186745,0.00009903513],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99581,0.0001450214,0.001664562,0.001136029,0.0001323992,0.0004873928,0.00005270567,0.000006357413,0.0005655109],"genre_scores_gemma":[0.9986783,0.00005328729,0.0009139627,0.0001063957,0.00005245973,0.000008011149,0.000007448573,0.000008775591,0.0001713633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8763376,"threshold_uncertainty_score":0.2409023,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4353068223","doi":"10.32352/0367-3057.1.23.03","title":"International experience of using report forms for hospital-based health technology asssessment","year":2023,"lang":"en","type":"article","venue":"Farmatsevtychnyi zhurnal","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medicine","authors":[{"name":"Olena Filiniuk","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4022700099546144,"gpt":0.5139855200473888,"spread":0.1117155100927745,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008182189,0.0001740322,0.0007940167,0.0009303297,0.0002154992,0.00004561404,0.0004469735,0.0001407986,0.0001532799],"category_scores_gemma":[0.001344856,0.0002137326,0.0001744265,0.000493593,0.0001059626,0.0003613216,0.00007942966,0.0001561109,0.0001202538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000710435,"about_ca_system_score_gemma":0.0003873656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001814119,"about_ca_topic_score_gemma":0.000009731457,"domain_scores_codex":[0.9946889,0.0000507472,0.0041163,0.0004804285,0.0001646711,0.0004989576],"domain_scores_gemma":[0.995306,0.0002646167,0.0036633,0.0004618225,0.0001641244,0.0001401357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009999605,0.000813667,0.6732287,0.001963328,0.000430625,0.00003582712,0.006107443,0.00892731,0.0002462459,0.2391055,0.06572911,0.003312185],"study_design_scores_gemma":[0.00488251,0.0007335171,0.04410318,0.0007196572,0.0000160595,0.000171307,0.01203849,0.3097011,0.000554226,0.04349021,0.5822799,0.001309833],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7527893,0.0004766683,0.1345791,0.1046279,0.003564302,0.001595692,0.000718742,0.0002775555,0.00137079],"genre_scores_gemma":[0.9667307,0.00007443496,0.02926079,0.002860852,0.000285211,0.0003195196,0.0001722256,0.00004824367,0.0002480555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6291255,"threshold_uncertainty_score":0.8715764,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3113943294","doi":"10.32352/0367-3057.6.20.05","title":"The development of elective discipline «Leadership in pharmacy» for training master of pharmacy, industrial pharmacy in Ukraine","year":2020,"lang":"en","type":"article","venue":"Farmatsevtychnyi zhurnal","topic":"Medical and Pharmaceutic Studies","field":"Pharmacology, Toxicology and Pharmaceutics","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":"Pharmacy; Pharmacy practice; Medical education; Medicine; Psychology; Nursing","authors":[{"name":"Наталія Алєкперова","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7741958969796406,"gpt":0.5082738670911379,"spread":0.2659220298885028,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003267764,0.0004848827,0.0009200325,0.0002518584,0.0003197189,0.00001776133,0.0007926202,0.0001642178,0.0008850315],"category_scores_gemma":[0.0005870226,0.0003782422,0.0002362476,0.0009244789,0.000555873,0.0001761049,0.0002487692,0.002043577,0.00001621129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001305371,"about_ca_system_score_gemma":0.0007159063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000264114,"about_ca_topic_score_gemma":0.0001100664,"domain_scores_codex":[0.994939,0.0007153391,0.002121035,0.0005110007,0.000528615,0.001185],"domain_scores_gemma":[0.996406,0.002137736,0.0006525523,0.0001402053,0.0001857394,0.0004777483],"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":[0.028917,0.001692238,0.2443125,0.00136158,0.001534502,0.0000771167,0.09597789,0.0009808753,0.109483,0.0004161896,0.01373532,0.5015119],"study_design_scores_gemma":[0.05280591,0.0002920672,0.003429974,0.0002649333,0.0003555236,0.00002454874,0.008755275,0.0390182,0.2346667,0.0002174667,0.6592939,0.0008754891],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9613362,0.004370518,0.0006124882,0.02675621,0.002140992,0.002483334,0.0002287393,0.00007070111,0.002000831],"genre_scores_gemma":[0.9949016,0.0004424697,0.0005627637,0.00272528,0.0008261102,0.0003046084,0.00003090647,0.00004809429,0.0001581503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6455586,"threshold_uncertainty_score":0.999867,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404184380","doi":"10.32352/0367-3057.4.24.01","title":"Counterfeit medical products in Ukraine and the world: terminology and definitions, distribution and detection","year":2024,"lang":"en","type":"article","venue":"Farmatsevtychnyi zhurnal","topic":"Pharmaceutical Quality and Counterfeiting","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":"Counterfeit; Terminology; Medical terminology; Distribution (mathematics); Business; Computer science; Traditional medicine; Medicine; History; Philosophy; Linguistics; Mathematics; Archaeology","authors":[{"name":"Serhii Lebed","is_ca":false},{"name":"А. С. Немченко","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05025986927878057,"gpt":0.3452907093403967,"spread":0.2950308400616161,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001220664,0.0001277398,0.0002301978,0.0001298386,0.0001272362,0.00008388305,0.00004191926,0.00009192508,0.00005686294],"category_scores_gemma":[0.0004384226,0.00008701515,0.00002417561,0.0002650912,0.0005459708,0.000133835,0.00007429392,0.0006937171,0.000007155255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004676723,"about_ca_system_score_gemma":0.00006137644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003305074,"about_ca_topic_score_gemma":0.00009126633,"domain_scores_codex":[0.9987777,0.0001534044,0.0003309843,0.0002621637,0.0002449285,0.0002307676],"domain_scores_gemma":[0.9993246,0.0003771869,0.00003558331,0.00008851155,0.00004075638,0.0001334167],"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":[0.005359082,0.000527202,0.02668196,0.005068513,0.0004543581,0.00186251,0.004681066,0.000001861998,0.0110934,0.1106826,0.004083675,0.8295038],"study_design_scores_gemma":[0.03412404,0.001045859,0.2036629,0.006868675,0.001439051,0.06142468,0.00239348,0.1673211,0.008983115,0.02203997,0.4892107,0.001486399],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9524414,0.008813652,0.0003986273,0.03697488,0.0002315169,0.0002966847,0.00002717889,0.00007831887,0.0007377499],"genre_scores_gemma":[0.9954489,0.002648182,0.0000305261,0.001469296,0.0002498517,0.00003081145,0.00002058948,0.000009989095,0.00009181725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8280174,"threshold_uncertainty_score":0.3548375,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4210680556","doi":"10.32352/0367-3057.6.21.09","title":"Investigation of anatomical signs of canadian goldenrod herbs, introduced in Ukraine","year":2021,"lang":"en","type":"article","venue":"Farmatsevtychnyi zhurnal","topic":"Agriculture and Biological Studies","field":"Agricultural and Biological Sciences","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":"Traditional medicine; Horticulture; Biology; Toxicology; Medicine","authors":[{"name":"Т. М. Гонтова","is_ca":false},{"name":"В. П. Руденко","is_ca":false},{"name":"В. П. Гапоненко","is_ca":false},{"name":"С. А. Козира","is_ca":false},{"name":"Svitlana Romаnova","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03160984539419097,"gpt":0.2004618801174336,"spread":0.1688520347232427,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002326328,0.000127028,0.0003165745,0.00004739121,0.00006758903,0.00001167107,0.0001829626,0.0001391444,0.0003771114],"category_scores_gemma":[0.0001342981,0.00004620034,0.00009964661,0.001251908,0.0001092916,0.0000621193,0.00006468609,0.000181374,0.000007021875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000433376,"about_ca_system_score_gemma":0.00003789911,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01717532,"about_ca_topic_score_gemma":0.1655986,"domain_scores_codex":[0.9987729,0.0001183374,0.0004331862,0.0002217427,0.0001777735,0.0002760289],"domain_scores_gemma":[0.9993735,0.0001135611,0.0001363142,0.00004559881,0.000180739,0.0001502948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001628666,0.00003964498,0.1370525,0.00001031588,0.00001887977,0.00001555789,0.0001305642,0.000003862478,0.855015,0.0004468106,0.002332983,0.00491764],"study_design_scores_gemma":[0.0002059522,0.0001889281,0.8683403,0.00004477787,0.00001129035,0.00002007539,0.0007014888,0.0000101656,0.119522,0.0005160582,0.01027523,0.0001637776],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926972,0.000699991,5.149219e-7,0.005426873,0.00008134208,0.00009384792,0.00004805681,0.0000122018,0.0009400078],"genre_scores_gemma":[0.9989557,0.0002847861,0.0001181062,0.0003094084,0.0001792865,0.000004789972,0.00008072927,5.906544e-7,0.00006660513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.735493,"threshold_uncertainty_score":0.9893694,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2945801927","doi":"10.32352/3057.2.19.9","title":"Testing of the mutagenic potential of N-(γ-aminobuturyl)-1-aza-15-crown-5 hydrochloride in Ames test microplate modification","year":2019,"lang":"en","type":"article","venue":"Farmatsevtychnyi zhurnal","topic":"Analytical chemistry methods development","field":"Chemistry","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":"Ames test; Hydrochloride; Chemistry; Pharmacology; Medicine; Organic chemistry; Genetics; Biology","authors":[{"name":"M. Ya. Golovenko","is_ca":false},{"name":"В. Б. Ларіонов","is_ca":false},{"name":"S.S. Basok","is_ca":false},{"name":"А. С. Редер","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01982806515221604,"gpt":0.2588861347452531,"spread":0.239058069593037,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005233357,0.0002826832,0.0004758659,0.00009044008,0.00006188639,0.0000243203,0.0007438234,0.000207228,0.0006721087],"category_scores_gemma":[0.0007919942,0.0002326305,0.0002091534,0.0004990962,0.0001853789,0.0001181497,0.0002496356,0.000582031,0.00003804907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001751699,"about_ca_system_score_gemma":0.0001969615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005938236,"about_ca_topic_score_gemma":0.000002850359,"domain_scores_codex":[0.9974886,0.00004820696,0.001086881,0.0003947292,0.0005537124,0.0004278448],"domain_scores_gemma":[0.9978898,0.0004421506,0.0007080879,0.0006477321,0.0002137498,0.00009846796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005196923,0.0001339955,0.09658087,0.0003652047,0.00004227785,0.000006533898,0.000128271,0.0004966338,0.901022,0.00001938546,0.0000383435,0.001114556],"study_design_scores_gemma":[0.0007815218,0.00001557562,0.05525085,0.0002936351,0.00005585003,0.00008890522,0.0002397894,0.006786762,0.9357916,0.0001998526,0.0002371868,0.0002584568],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943154,0.0001262162,0.000566047,0.0001262898,0.0001470809,0.0001388622,0.00004435034,0.00003594501,0.004499745],"genre_scores_gemma":[0.9899789,0.00001330979,0.00898241,0.00003542228,0.000088103,0.000009499823,0.00001276594,0.00003490704,0.0008446462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04133003,"threshold_uncertainty_score":0.9486395,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3113568525","doi":"10.32352/0367-3057.6.20.03","title":"Theoretical and applied aspects of creating a unified information accounting system of pharmaceutical and medical products in Ukraine","year":2020,"lang":"en","type":"article","venue":"Farmatsevtychnyi zhurnal","topic":"Enterprise Management and Information Systems","field":"Business, Management and Accounting","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":"Accounting information system; Medical information; Business; Accounting; Management science; Computer science; Knowledge management; Engineering","authors":[{"name":"I. Yu. Revyatskyy","is_ca":false},{"name":"А. І. Бойко","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01231481318069814,"gpt":0.2278044326898514,"spread":0.2154896195091533,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001143319,0.0001684689,0.0003870187,0.0003233896,0.0000682415,0.000145849,0.0001893325,0.00008444822,0.000108706],"category_scores_gemma":[0.0004097504,0.0001472462,0.00003114865,0.0005537716,0.0001725724,0.001458176,0.0002935102,0.0002265985,0.00001671021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001655313,"about_ca_system_score_gemma":0.00002638878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002935671,"about_ca_topic_score_gemma":0.000001328522,"domain_scores_codex":[0.9980084,0.000020097,0.0010032,0.0001536215,0.0005907376,0.0002239424],"domain_scores_gemma":[0.9991024,0.00006749546,0.0005315904,0.00009967816,0.0001550436,0.00004375247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002571071,0.00003842796,0.0145994,0.006813778,0.00004467321,0.000004917656,0.001459349,0.00004424813,0.0006986823,0.9678164,0.0003149201,0.007908061],"study_design_scores_gemma":[0.01620291,0.0001473614,0.04667753,0.003746826,0.000347766,0.0001005301,0.02595056,0.8703177,0.003543191,0.001585775,0.02995887,0.001421019],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7878461,0.00013038,0.001612541,0.002551481,0.000171032,0.0007682839,0.000004589408,0.0001266411,0.2067889],"genre_scores_gemma":[0.9984494,0.00002178627,0.0001835888,0.001018115,0.0002874672,0.00001136109,0.0000161529,0.00001077891,0.000001287722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9662307,"threshold_uncertainty_score":0.6004525,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}