{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":131,"total_is_capped":false,"direct_labels_cover":2,"predictions_cover":131,"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":"9c798c784afd","filters":{"venue":"Frontiers research topics"}},"results":[{"id":"W3028947167","doi":"10.3389/978-2-83251-732-1","title":"International symposium on performance science 2021","year":2023,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Theatre and Performance Studies","field":"Arts and Humanities","cited_by":37,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Political science; Engineering ethics; Library science; Computer science; Engineering","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.07924619105213328,"gpt":0.324583410216117,"spread":0.2453372191639837,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008860262,0.0002092058,0.0002480319,0.0006140794,0.001374094,0.0004497697,0.0009818035,0.00009615493,0.001153324],"category_scores_gemma":[0.00005258743,0.0001757188,0.00009035972,0.0001015778,0.001936172,0.000298522,0.0004094491,0.0009302335,0.002048364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005450842,"about_ca_system_score_gemma":0.0004770503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002124235,"about_ca_topic_score_gemma":0.00005731985,"domain_scores_codex":[0.9971775,0.00002864103,0.0002176344,0.0004433819,0.001513582,0.0006192137],"domain_scores_gemma":[0.9988052,0.00002187916,0.00005727107,0.0004198044,0.0006010727,0.00009474061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000272363,0.00001570297,0.00003064246,0.00005708681,0.00006468263,0.000009146269,0.006086903,0.000005146467,0.000001216462,0.02669764,0.9323502,0.03465441],"study_design_scores_gemma":[0.00009914303,0.000188406,0.00002969303,0.0001768738,0.000007340657,2.867953e-7,0.0009575924,0.0002019015,0.00001887862,0.001440442,0.9966874,0.0001920681],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000180517,0.0002023837,0.00000133821,0.007016907,0.009862683,0.0002218419,0.0001001862,0.00005733761,0.9823568],"genre_scores_gemma":[0.0001824061,0.004002093,0.00002492042,0.00007080593,0.009220297,0.00003996334,0.00007352197,0.00003803759,0.986348],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06433719,"threshold_uncertainty_score":0.999926,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2487290201","doi":"10.3389/978-2-88919-772-9","title":"The Metaphorical Brain","year":2016,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Neuroscience, Education and Cognitive Function","field":"Neuroscience","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"National Institute on Deafness and Other Communication Disorders; Israeli Centers for Research Excellence; Intelligence Advanced Research Projects Activity; Natural Sciences and Engineering Research Council of Canada; University of California, San Diego; Israel Science Foundation; European Science Foundation; Planning and Budgeting Committee of the Council for Higher Education of Israel; Ministerio de Ciencia e Innovación; University of Pennsylvania; Social Sciences and Humanities Research Council of Canada; Fonds Québécois de la Recherche sur la Nature et les Technologies; Seventh Framework Programme; U.S. Department of Defense; Army Research Laboratory; National Institutes of Health; National Science Foundation","keywords":"Psychology; Cognitive science","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1102228555052329,"gpt":0.3741338405966465,"spread":0.2639109850914136,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001353784,0.0002083854,0.0002058297,0.0003089975,0.001417394,0.0003531132,0.001075545,0.0002043281,0.0001670694],"category_scores_gemma":[0.007157547,0.000124823,0.0001463312,0.0003998408,0.001428236,0.0001524428,0.0002518148,0.001165662,0.0008377613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004656459,"about_ca_system_score_gemma":0.001264807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001653212,"about_ca_topic_score_gemma":0.000002469966,"domain_scores_codex":[0.9956568,0.0008894694,0.0002634997,0.0007739284,0.001649173,0.0007670737],"domain_scores_gemma":[0.9981095,0.0006109237,0.00009958592,0.0006495813,0.0002934868,0.0002368766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002204158,0.00001833952,0.000003976673,0.000005904689,0.00000382371,0.00001040756,0.00003583137,2.327955e-8,0.0009800139,0.03175751,0.908388,0.05877414],"study_design_scores_gemma":[0.0001107385,0.00009962166,0.00002880345,0.00002001448,0.000004431188,0.000003836304,0.00004210003,0.00001721758,0.002861327,0.04834932,0.948316,0.0001466344],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001710027,0.0004564023,0.001476667,0.08950304,0.008167264,0.0006759922,0.00003979924,0.00007761132,0.8995861],"genre_scores_gemma":[0.00003809429,0.0009759305,0.00003281453,0.00135033,0.001636018,0.00009344944,0.000003987637,0.00003593923,0.9958335],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09624732,"threshold_uncertainty_score":0.9999402,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2620962510","doi":"10.3389/978-2-88945-181-4","title":"Antimicrobial Resistance and Virulence Common Mechanisms","year":2017,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canada Research Chairs; University of Toronto","funders":"National Institute of Allergy and Infectious Diseases; Paracelsus Medizinische Privatuniversität; National Institutes of Health; Ministerio de Economía y Competitividad; Key Technologies Research and Development Program; National Natural Science Foundation of China; Danmarks Tekniske Universitet; Instituto de Salud Carlos III; Joint Programming Initiative Water challenges for a changing world; Comunidad de Madrid","keywords":"Virulence; Antimicrobial; Resistance (ecology); Antibiotic resistance; Microbiology; Biology; Genetics; Antibiotics; Ecology","authors":[{"name":"Étienne Giraud","is_ca":false},{"name":"Ivan Rychlı́k","is_ca":true},{"name":"Axel Cloeckaert","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02713936680180973,"gpt":0.3161864322897455,"spread":0.2890470654879358,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006719731,0.0003117854,0.0004274084,0.0001174682,0.0005183812,0.0002514258,0.001004172,0.0007830245,0.00001637899],"category_scores_gemma":[0.0002319044,0.0003254683,0.0001041017,0.00003019524,0.0009776101,0.000009403248,0.0006750178,0.0006854824,0.00001964736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001159865,"about_ca_system_score_gemma":0.0005355487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000962162,"about_ca_topic_score_gemma":0.0001153543,"domain_scores_codex":[0.9976869,0.0001699503,0.0002793121,0.0008022278,0.0004637436,0.0005978146],"domain_scores_gemma":[0.9980193,0.000007085142,0.0001914026,0.001376933,0.0002396457,0.000165683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000152421,0.00001674597,0.0002366584,0.0002388496,0.0000791532,0.00005250543,0.00002146542,1.332909e-7,0.009841918,0.001831916,0.985459,0.002069197],"study_design_scores_gemma":[0.0002475735,0.00009491588,0.0004958269,0.0002779781,0.00001724883,0.000004995472,0.00001658133,0.000003393512,0.005735329,0.009361641,0.9833942,0.000350283],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01160086,0.02644553,0.01271008,0.007564519,0.00529709,0.002899898,0.00104521,0.00009033573,0.9323465],"genre_scores_gemma":[0.000765132,0.004638618,0.007735455,0.00008105248,0.0009325633,0.000009014133,0.0003123868,0.00007232966,0.9854534],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05310697,"threshold_uncertainty_score":0.9999197,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2170442946","doi":"10.3389/978-2-88919-215-1","title":"Decision Making Across the Life Span","year":2014,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Neural and Behavioral Psychology Studies","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"National Institute on Aging; Canadian Institutes of Health Research; Evelyn F. McKnight Brain Research Foundation; McKnight Foundation; Brain Research Foundation","keywords":"Life span; Span (engineering); Computer science; Engineering; Gerontology; Medicine; Civil engineering","authors":[{"name":"Shu Li","is_ca":false},{"name":"K. Richard Ridderinkhof","is_ca":false},{"name":"Gregory R. Samanez‐Larkin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3384792124436107,"gpt":0.5028559729473561,"spread":0.1643767605037453,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001048387,0.0002959172,0.0004200381,0.0001392994,0.001389657,0.000221771,0.001549793,0.0003758258,0.00007552656],"category_scores_gemma":[0.001597373,0.0001834232,0.0001875383,0.0002337372,0.001523372,0.00008636764,0.0009687552,0.002172581,0.0004534032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000147873,"about_ca_system_score_gemma":0.0001476383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004332699,"about_ca_topic_score_gemma":0.00002765954,"domain_scores_codex":[0.9961153,0.0004575771,0.0003338546,0.0008522198,0.001275067,0.0009660123],"domain_scores_gemma":[0.9984163,0.0002593384,0.0001200729,0.0009054342,0.0001525077,0.000146356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005434045,0.00002041082,0.0001677313,0.00001781432,0.00000886083,0.00005592757,0.0001824289,0.00000119674,0.0001147061,0.0002901445,0.9134147,0.08567175],"study_design_scores_gemma":[0.0001543361,0.0001271213,0.0004754792,0.00009218543,0.00001215508,0.000005992919,0.00007774312,0.00002468292,0.0002588991,0.01651684,0.98205,0.000204534],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01645073,0.005877978,0.002268041,0.07285917,0.02257223,0.003459777,0.0002765855,0.0004187004,0.8758168],"genre_scores_gemma":[0.002427814,0.0003859832,0.0002167897,0.001750497,0.001697331,0.00004518461,0.000003723739,0.00004843759,0.9934242],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1176075,"threshold_uncertainty_score":0.9999104,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393239774","doi":"10.3389/978-2-8325-4596-6","title":"Electromagnetic Field Theories of Consciousness: Opportunities and Obstacles","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Biofield Effects and Biophysics","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Consciousness; Field (mathematics); Electromagnetic field; Cognitive science; Epistemology; Psychology; Sociology; Theoretical physics; Philosophy; Physics; Mathematics; Pure mathematics; Quantum mechanics","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.04610312779902987,"gpt":0.3226418563250699,"spread":0.27653872852604,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003073534,0.0001767502,0.000468128,0.0002326429,0.00006445754,0.00005125776,0.0001220537,0.0003957522,0.00008637868],"category_scores_gemma":[0.0001104389,0.0001361278,0.0000992409,0.00007957994,0.0006548267,0.00002973988,0.0001344992,0.0009061377,0.000005175954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005970825,"about_ca_system_score_gemma":0.000676256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002742763,"about_ca_topic_score_gemma":0.000006493006,"domain_scores_codex":[0.9987025,0.00006568019,0.0002088751,0.0002596781,0.0004589481,0.0003043543],"domain_scores_gemma":[0.9992201,0.00009004132,0.00004131174,0.0003062626,0.0002214271,0.0001208529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001013834,0.00002333168,0.00007476289,0.002836692,0.0001956948,0.0001783539,0.0002898062,7.808454e-9,0.0002543461,0.07219327,0.8696154,0.05423693],"study_design_scores_gemma":[0.0002234226,0.001820488,0.00007133361,0.000696521,0.0001493,0.00001338345,0.0004552887,0.00002811071,0.001571801,0.09756459,0.8972399,0.0001659268],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003014331,0.06980174,0.0000967648,0.03777911,0.001195192,0.001123065,0.00009225585,0.00008706756,0.8868105],"genre_scores_gemma":[0.001115818,0.009178697,0.0004798474,0.0001823301,0.0006490031,0.00001411606,0.00004501142,0.00002989562,0.9883053],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1014948,"threshold_uncertainty_score":0.5551132,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3013396950","doi":"10.3389/978-2-88963-298-5","title":"Public Participation in Health Care: Exploring the Co-Production of Knowledge","year":2020,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Programme Grants for Applied Research; Medical Research Council; NIHR Collaboration for Leadership in Applied Health Research and Care South London; Economic and Social Research Council; European Commission; National Research Foundation; King's College London; St. George's, University of London; Kingston University; South African Medical Research Council; University of Warwick; National Institute for Health and Care Research; King's College Hospital NHS Foundation Trust; International Development Research Centre; Wellcome Trust; Department of Health and Social Care","keywords":"Production (economics); Knowledge production; Health care; Business; Public health; Political science; Knowledge management; Medicine; Nursing; Computer science; Economics","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.4277140121371627,"gpt":0.4785602026230902,"spread":0.05084619048592753,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003032796,0.00008616749,0.0002370488,0.0001213978,0.0007160707,0.00008142491,0.0005876125,0.0001144528,0.00002332275],"category_scores_gemma":[0.001848524,0.00007331019,0.00006536967,0.0007360998,0.0008787934,0.0002437731,0.00007917103,0.0006127221,0.00001388949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001515901,"about_ca_system_score_gemma":0.00439672,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005784209,"about_ca_topic_score_gemma":0.02767948,"domain_scores_codex":[0.9968288,0.0008579811,0.0002983482,0.0003013476,0.001181444,0.000532067],"domain_scores_gemma":[0.9991055,0.00004744638,0.000168293,0.0002062717,0.0003209977,0.0001515517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005584802,0.00001693145,0.001141003,0.00008037224,0.000006945603,6.589079e-7,0.09781463,0.000003067078,2.759732e-7,0.02888068,0.787095,0.08495481],"study_design_scores_gemma":[0.00004518739,0.00004711055,0.002118551,0.0000540014,0.000001430254,9.944678e-9,0.01555185,0.00001055669,0.000004446135,0.003575343,0.9785256,0.00006586417],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001141271,0.01529077,0.0001377268,0.3073038,0.005902866,0.001655345,0.00002243136,0.00004907825,0.6684968],"genre_scores_gemma":[0.01168444,0.006339345,0.0001505805,0.00007017393,0.00346494,0.0001438233,0.00001984756,0.00001772204,0.9781091],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3096124,"threshold_uncertainty_score":0.9900628,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":["metaresearch","sts"],"domain":"methods","study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"split"},{"id":"W4243865919","doi":"10.3389/978-2-88919-320-2","title":"Neuronal and Psychological Underpinnings of Pathological Gambling","year":2014,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Danish Agency for Science and Higher Education; Medical Research Council; Natural Sciences and Engineering Research Council of Canada; Agence Nationale de la Recherche; Wellcome Trust; Yale University; Parkinson Society Canada; Canadian Institutes of Health Research; Forsknings- og Innovationsstyrelsen; Isaac Newton Trust; National Institute on Drug Abuse; National Center for Responsible Gaming","keywords":"Pathological; Psychology; Neuroscience; Psychoanalysis; Cognitive psychology; Medicine; Internal medicine","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.4308087746474826,"gpt":0.5058777388688204,"spread":0.07506896422133774,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009418944,0.0003308571,0.000686932,0.0004689511,0.0001637114,0.00005291956,0.0004768581,0.0009836471,0.0004319461],"category_scores_gemma":[0.0001543143,0.0002794096,0.0001767946,0.0001447861,0.001016238,0.00003483057,0.0002554876,0.001687283,0.00009478077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001185631,"about_ca_system_score_gemma":0.0000800289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001384663,"about_ca_topic_score_gemma":0.000001609355,"domain_scores_codex":[0.9966267,0.000516698,0.0004615324,0.0008925804,0.000783825,0.0007187123],"domain_scores_gemma":[0.9985944,0.0000872518,0.0001620407,0.0006917869,0.0002245309,0.0002400019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002484509,0.000601196,0.01354654,0.00009681993,0.0001851266,0.0004319573,0.000569011,5.498136e-7,0.00002713575,0.01707714,0.905417,0.06179911],"study_design_scores_gemma":[0.001674817,0.002757557,0.08342226,0.0001346066,0.0001246511,0.00005799231,0.0001385943,0.00001204207,0.00001409488,0.02984014,0.8813467,0.000476527],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09491013,0.004142337,0.001634499,0.002352118,0.003454827,0.001211688,0.0001242365,0.0001639345,0.8920062],"genre_scores_gemma":[0.01405744,0.0001644462,0.001906247,0.00008633366,0.0005283754,0.0000571164,0.0001040538,0.00006219085,0.9830338],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09102757,"threshold_uncertainty_score":0.9999658,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399833820","doi":"10.3389/978-2-8325-5048-9","title":"Psychedelic Humanities","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Psychedelics and Drug Studies","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Agentura Pro Zdravotnický Výzkum České Republiky; Koneen Säätiö; University of Warwick; Universidad Católica de Temuco; Wellcome Trust; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Athabasca University; Fundação Bial; Helsingin Yliopisto; Univerzita Karlova v Praze; Queen Mary University of London; National Science Foundation","keywords":"Humanities; Art","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.2323080629857894,"gpt":0.4592815283752461,"spread":0.2269734653894567,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001067095,0.0004611011,0.0006481517,0.0009783669,0.0004074942,0.0002701001,0.0009127698,0.0007722671,0.001865421],"category_scores_gemma":[0.00006676259,0.0004316298,0.0003324676,0.0002577425,0.0007641524,0.00005346448,0.000454064,0.002562124,0.006709788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005357919,"about_ca_system_score_gemma":0.0004486654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007336912,"about_ca_topic_score_gemma":0.00007116573,"domain_scores_codex":[0.9960595,0.0002236319,0.0004914024,0.0009932949,0.00109242,0.001139692],"domain_scores_gemma":[0.9981589,0.00004272729,0.00007853909,0.00115028,0.0004096458,0.0001599192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002388185,0.00004150689,0.00001269677,0.000163547,0.0005802345,0.0001361882,0.002393259,1.04089e-7,3.517362e-7,0.1709747,0.8124707,0.01320287],"study_design_scores_gemma":[0.0001685385,0.0001270803,0.00003885657,0.0001455009,0.00004535611,0.000003918727,0.001385601,0.000008531293,7.102029e-7,0.1513469,0.8463809,0.0003480637],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000009149037,0.07684576,0.000117011,0.008602792,0.01055564,0.0005263267,0.0001475624,0.000191598,0.9030042],"genre_scores_gemma":[0.00001187148,0.00137081,0.0002478263,0.0002846009,0.005784233,0.0002382023,0.0001211361,0.0001635898,0.9917777],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08877357,"threshold_uncertainty_score":0.9998136,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3209903097","doi":"10.3389/978-2-88971-413-1","title":"Identity and Privacy Governance","year":2021,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institute on Governance","funders":"","keywords":"Identity (music); Corporate governance; Internet privacy; Business; Computer security; Political science; Computer science; Art; Aesthetics; Finance","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.09206791082660468,"gpt":0.3941133520543473,"spread":0.3020454412277426,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002197394,0.0001586344,0.0002978247,0.0001232865,0.001100623,0.0005727622,0.001118455,0.0005145622,0.0001455459],"category_scores_gemma":[0.00383934,0.0001805999,0.00008247167,0.000265325,0.0008516604,0.0007682218,0.001391433,0.001301521,0.00003605682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009243247,"about_ca_system_score_gemma":0.00187321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002044275,"about_ca_topic_score_gemma":0.003080433,"domain_scores_codex":[0.9964176,0.0005804737,0.0002107945,0.000544794,0.001647086,0.0005991916],"domain_scores_gemma":[0.9985271,0.00003411357,0.0000997455,0.0006823183,0.0004045301,0.0002522714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007942151,0.00001856538,0.0001744763,0.00009608448,0.00002952839,0.00003403586,0.001712999,2.319451e-8,0.000001214509,0.06722841,0.9068615,0.0238352],"study_design_scores_gemma":[0.0001042704,0.00002216628,0.0004506463,0.00007850931,0.000008698065,5.764119e-7,0.0004047902,0.000006311185,0.000005606124,0.1510011,0.8477626,0.0001547613],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001686612,0.03488514,0.002426667,0.03042581,0.003429563,0.001142834,0.0001915141,0.0001119746,0.9272178],"genre_scores_gemma":[0.00004470705,0.02594483,0.001538389,0.00006425331,0.002593746,0.00002811089,0.00008327765,0.00002223038,0.9696805],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0837727,"threshold_uncertainty_score":0.8465214,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388267726","doi":"10.3389/978-2-8325-3675-9","title":"Insights In: Theoretical and Philosophical Psychology","year":2023,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Academic and Historical Perspectives in Psychology","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; NIH Clinical Center; National Institutes of Health; Türkiye Bilimsel ve Teknolojik Araştırma Kurumu; National Research Foundation of Korea; National Office for Philosophy and Social Sciences; Ministry of Education; Social Sciences and Humanities Research Council of Canada; National Research Foundation; Università degli Studi di Siena","keywords":"Epistemology; Psychology; Cognitive science; Philosophy","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.08950235820720862,"gpt":0.4450815487499637,"spread":0.3555791905427551,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0009109076,0.0003747634,0.0008090693,0.001358448,0.0001798262,0.00002414572,0.0008708643,0.002832929,0.0009029148],"category_scores_gemma":[0.000430285,0.0003599756,0.0001290816,0.0004548158,0.00486923,0.00004563915,0.0003992118,0.006492138,0.001154829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007150968,"about_ca_system_score_gemma":0.0001929456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000086228,"about_ca_topic_score_gemma":0.000005813252,"domain_scores_codex":[0.9954277,0.0009058149,0.0005744434,0.001424863,0.0006554276,0.001011799],"domain_scores_gemma":[0.9983293,0.0002103461,0.00008810881,0.0008878779,0.0001409255,0.0003434148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001155212,0.00005398847,0.00006761202,0.00001489066,0.00005993497,0.0003169425,0.0009678392,3.624652e-8,5.139938e-7,0.4896705,0.5043466,0.004385686],"study_design_scores_gemma":[0.0003859277,0.000187792,0.0008430745,0.00002537393,0.000008664004,0.000009909797,0.0001190392,0.000006115602,3.862156e-8,0.5097381,0.4885016,0.0001743156],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005567327,0.01120698,0.0004265745,0.04447742,0.005555141,0.0005388652,0.00002079797,0.0001090125,0.9376096],"genre_scores_gemma":[0.0007296463,0.002460392,0.0002703791,0.000918758,0.00335643,0.000139375,0.00003916582,0.0001256804,0.9919602],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05435064,"threshold_uncertainty_score":0.9998852,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2495731725","doi":"10.3389/978-2-88919-807-8","title":"Dynamics of Sensori-motor Interactions in Embodied Cognition","year":2016,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Action Observation and Synchronization","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Fonds de Recherche du Québec - Santé; Université de Lyon; Agence Nationale de la Recherche","keywords":"Embodied cognition; Cognition; Dynamics (music); Cognitive science; Psychology; Cognitive psychology; Neuroscience; Computer science; Artificial intelligence","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1034745832224664,"gpt":0.4077956065431559,"spread":0.3043210233206896,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000539588,0.0001739954,0.0003472508,0.0009676965,0.00009224912,0.0000250501,0.0002395487,0.0003812311,0.002778635],"category_scores_gemma":[0.0002796866,0.0001694285,0.0001042724,0.0002395332,0.0002260292,0.0001413074,0.00006384421,0.0008674257,0.0003250869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001269117,"about_ca_system_score_gemma":0.0003505079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004775856,"about_ca_topic_score_gemma":0.0003137542,"domain_scores_codex":[0.9978302,0.000395648,0.0005286657,0.0003738628,0.0005168349,0.0003547958],"domain_scores_gemma":[0.9984694,0.00007891609,0.0002286352,0.0004393314,0.0006971559,0.00008660121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001478773,0.0001270102,0.001300304,0.00008564971,0.0001299695,0.00002192706,0.0005494364,0.000001599488,0.00001206706,0.06866331,0.8908371,0.03812378],"study_design_scores_gemma":[0.0007130584,0.0000980022,0.001599854,0.0002074505,0.00001812793,0.000002970222,0.0006085425,0.0006776903,0.00001067153,0.025378,0.9704859,0.0001997795],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008308502,0.0001948122,0.01370343,0.005339279,0.003234616,0.0007007316,0.0002888629,0.00004440138,0.9764108],"genre_scores_gemma":[0.0008094546,0.0001864216,0.0005542659,0.00004759051,0.0006734315,0.00007078829,0.0007187617,0.0000457932,0.9968935],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07964877,"threshold_uncertainty_score":0.9981329,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390119060","doi":"10.3389/978-2-8325-3508-0","title":"The Impact of Art Therapy on Mental Health and Well-being","year":2023,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Art Therapy and Mental Health","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Fundação para a Ciência e a Tecnologia; Canadian Institutes of Health Research; Zhejiang Normal University","keywords":"Mental health; Psychology; Psychotherapist","authors":[{"name":"Helena José","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09989572926743671,"gpt":0.3956772999814636,"spread":0.2957815707140268,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001040452,0.0001863399,0.0003197071,0.0001898334,0.00147514,0.0001162923,0.0002521886,0.00008685548,0.0001816673],"category_scores_gemma":[0.00001339751,0.0001144273,0.0001440743,0.0000305455,0.0007222043,0.00005549217,0.00008084701,0.0006790595,0.00008492842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005241726,"about_ca_system_score_gemma":0.000754222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002305245,"about_ca_topic_score_gemma":0.0002383498,"domain_scores_codex":[0.9981514,0.0002319757,0.0002838173,0.0002358271,0.000558221,0.0005387526],"domain_scores_gemma":[0.9992523,0.00006496229,0.0001128412,0.0002974992,0.00008012822,0.0001922571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002119411,0.00002896179,0.00001844327,0.00005931151,0.0001155057,0.000001630947,0.02444642,2.293201e-7,2.676485e-7,0.04268477,0.8954129,0.03701964],"study_design_scores_gemma":[0.0002775101,0.001759065,0.00002551527,0.0001684426,9.738317e-7,3.522115e-7,0.002096086,0.00002188112,0.000003048554,0.02204545,0.9735083,0.0000933608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00126785,0.01148624,0.000002756381,0.01610951,0.001959166,0.00164525,0.0001491353,0.00006238983,0.9673177],"genre_scores_gemma":[0.0001339475,0.03669021,0.00000849451,0.0001848042,0.0009723862,0.00001985837,0.000129134,0.00004495703,0.9618162],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07809545,"threshold_uncertainty_score":0.9998248,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387680318","doi":"10.3389/978-2-8325-3454-0","title":"Post-pandemic Digital Realities of Older Adults","year":2023,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; National Institutes of Health; Moonshot Research and Development Program; National Institute on Aging; Social Sciences and Humanities Research Council of Canada; Lunds Universitet; Agence Nationale de la Recherche; Northumbria University","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Geography; Medicine","authors":[{"name":"Loredana Ivan","is_ca":false},{"name":"Hannah R. Marston","is_ca":false},{"name":"Dennis Rosenberg","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04443486999710863,"gpt":0.3522935857378177,"spread":0.307858715740709,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00135857,0.0002566685,0.000561222,0.0009491654,0.0004435304,0.0001327566,0.001492332,0.001290105,0.00009086814],"category_scores_gemma":[0.002698652,0.0002704489,0.0002113688,0.0004787876,0.00276413,0.0002800733,0.0004956743,0.001564803,0.000194154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007985085,"about_ca_system_score_gemma":0.002940344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001159296,"about_ca_topic_score_gemma":0.002234732,"domain_scores_codex":[0.9956873,0.0002614704,0.0004761888,0.000595478,0.001929818,0.001049764],"domain_scores_gemma":[0.9975291,0.0001500798,0.0001811184,0.0007376644,0.001180826,0.0002212202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004059,0.00002971976,0.001245738,0.0002018365,0.0001024157,0.00003739366,0.01373038,1.385716e-7,5.642096e-7,0.01469126,0.9192488,0.05067123],"study_design_scores_gemma":[0.0003260139,0.0001082358,0.000794662,0.0005511685,0.00001407921,7.023639e-7,0.01520409,0.000003916774,0.000007340926,0.04979226,0.9329205,0.0002769973],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002553286,0.003145746,0.0001253276,0.01504598,0.002765486,0.002142225,0.001334318,0.001152918,0.9717347],"genre_scores_gemma":[0.0006911461,0.00198344,0.0002058712,0.00002610871,0.0008566194,0.00005394444,0.000232196,0.00007702122,0.9958736],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05039424,"threshold_uncertainty_score":0.9999748,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388543134","doi":"10.3389/978-2-8325-3868-5","title":"Nature And Determinants of Socio-Moral Development: Theories, Methods and Applications","year":2023,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Religion, Society, and Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Jilin Office of Philosophy and Social Science; Zhejiang University of Technology; Simon Fraser University; National Research Foundation of Korea; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Social Sciences and Humanities Research Council of Canada; Zhejiang University; National Research Foundation; Ministry of Science and ICT, South Korea; European Commission; John Templeton Foundation","keywords":"Development (topology); Epistemology; Sociology; Psychology; Engineering ethics; Philosophy; Mathematics; Engineering","authors":[{"name":"Alessandra Geraci","is_ca":false},{"name":"P. Rigo","is_ca":false},{"name":"Laura Franchin","is_ca":false},{"name":"Aner Govrin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06893984569390425,"gpt":0.4474572409870659,"spread":0.3785173952931616,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003663878,0.0001712753,0.0003911032,0.0002021055,0.001061547,0.0001084543,0.0003887045,0.0008477199,0.00001096435],"category_scores_gemma":[0.0003688609,0.0001645914,0.00006000365,0.0002833962,0.00148553,0.00007819928,0.0003180051,0.0008544811,0.000005937851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003861897,"about_ca_system_score_gemma":0.002460864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002912749,"about_ca_topic_score_gemma":0.0002179514,"domain_scores_codex":[0.9975143,0.0004320233,0.0003180009,0.0004119317,0.0008400847,0.0004836445],"domain_scores_gemma":[0.9988928,0.000168308,0.0001198249,0.0002281758,0.0003873652,0.0002035042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008447169,0.00001382909,0.002346051,0.00029627,0.0000968497,0.000004404852,0.06756753,3.660761e-8,0.000001174682,0.03736688,0.8158336,0.07646488],"study_design_scores_gemma":[0.00008152518,0.0000117399,0.001980347,0.00005751812,0.000009641368,2.571063e-7,0.01210753,0.000001844216,0.00001819951,0.2081157,0.7774705,0.0001452847],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00547716,0.2840551,0.01223674,0.009683411,0.004617591,0.007806945,0.0002276398,0.0004747765,0.6754206],"genre_scores_gemma":[0.00008238797,0.05354786,0.05099881,0.00004803557,0.0006114438,0.0001518414,0.00004303363,0.00003677861,0.8944798],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2305072,"threshold_uncertainty_score":0.8164667,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400457667","doi":"10.3389/978-2-8325-5156-1","title":"Carbon dioxide removal: Perspectives from the social sciences and humanities","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Carbon Dioxide Capture Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Natural Environment Research Council; Engineering and Physical Sciences Research Council; Leibniz-Gemeinschaft; Energimyndigheten; Linköpings Universitet; Bundesministerium für Bildung und Forschung; Svenska Forskningsrådet Formas; Marcus och Amalia Wallenbergs minnesfond; European Commission; Leverhulme Trust; Vetenskapsrådet; Government of Canada; Austrian Science Fund; Alfred P. Sloan Foundation; ClimateWorks Foundation; Environmental Restoration and Conservation Agency","keywords":"Carbon dioxide; Humanities; Sociology; Art; Ecology; Biology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.06185418820534226,"gpt":0.3113947372274824,"spread":0.2495405490221401,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005777771,0.0003039834,0.0003791986,0.000398687,0.0002300264,0.0003625737,0.0008208031,0.0004764484,0.0000145384],"category_scores_gemma":[0.0002137603,0.0002363294,0.0001152411,0.0002457375,0.002632647,0.00007588445,0.0004751025,0.002019492,0.00000880211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007245643,"about_ca_system_score_gemma":0.0002211011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001512468,"about_ca_topic_score_gemma":0.0001598571,"domain_scores_codex":[0.9978603,0.00008072048,0.0002028404,0.0004891704,0.0008336166,0.0005333447],"domain_scores_gemma":[0.9993588,0.00009445167,0.00002579342,0.0003823106,0.0001061653,0.00003245417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003922833,0.000002550922,0.00001466357,0.0001078385,0.000212308,0.00008509881,0.005863074,0.000008335675,0.00007105844,0.03128167,0.9587534,0.003596077],"study_design_scores_gemma":[0.00006059227,0.00002880673,0.00007141774,0.000133797,0.0000409651,0.000003910516,0.01370327,0.0004642578,0.00009944246,0.0853479,0.8997684,0.000277206],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004188491,0.2486794,0.0000258743,0.007941985,0.001633047,0.0005388067,0.0001421034,0.001258677,0.7355917],"genre_scores_gemma":[0.001711713,0.006428855,0.0008522,0.0000427765,0.003443663,0.00007261939,0.00002250527,0.0001462335,0.9872794],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2516878,"threshold_uncertainty_score":0.9700098,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319991445","doi":"10.3389/978-2-83251-174-9","title":"Impact of social isolation and loneliness on mental health and wellbeing","year":2023,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Resilience and Mental Health","field":"Psychology","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":"National Institute on Disability, Independent Living, and Rehabilitation Research; Science Foundation of Ministry of Education of China; National Science Foundation; Canadian Institutes of Health Research; Administration for Community Living; China Postdoctoral Science Foundation; Japan Society for the Promotion of Science; National Office for Philosophy and Social Sciences; Ministry of Education of the People's Republic of China; National Natural Science Foundation of China; Clemson University; Irish Research Council; U.S. Department of Health and Human Services","keywords":"Loneliness; Mental health; Social isolation; Isolation (microbiology); Psychology; Social psychology; Psychiatry; Biology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0910235312961027,"gpt":0.5047828153901841,"spread":0.4137592840940814,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007182723,0.0001527375,0.000368588,0.0003912124,0.0003062261,0.00002573677,0.0001241981,0.0002555769,0.0000413565],"category_scores_gemma":[0.00002792907,0.00013862,0.00006668977,0.0001282246,0.0002780521,0.00004963762,0.00009491166,0.0006068198,0.00002222233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005649262,"about_ca_system_score_gemma":0.0006264454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003164928,"about_ca_topic_score_gemma":0.00002796028,"domain_scores_codex":[0.9981507,0.0002504258,0.0002915935,0.0003640005,0.0004556797,0.000487617],"domain_scores_gemma":[0.9993923,0.00002874731,0.0001270662,0.000176887,0.00006477389,0.0002102836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002887518,0.00004794262,0.00280406,0.000263464,0.00007206243,0.00000627233,0.005905101,2.884956e-7,0.000004520249,0.001693825,0.8961545,0.09275927],"study_design_scores_gemma":[0.003531175,0.009258023,0.2143595,0.00105215,0.00002527268,0.0000185094,0.01004629,0.0004805405,0.000008080505,0.01439457,0.7460307,0.00079514],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3462998,0.02924603,0.0006285343,0.04080422,0.01013698,0.00917903,0.001727404,0.0002596822,0.5617183],"genre_scores_gemma":[0.002029951,0.001972626,0.000092851,0.00007029162,0.0006125525,0.00001698124,0.0002413016,0.0000402851,0.9949232],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4332048,"threshold_uncertainty_score":0.5652758,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392779373","doi":"10.3389/978-2-8325-4606-2","title":"Mathematical modeling and optimization for real life phenomena","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Simulation Techniques and Applications","field":"Decision Sciences","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":"Fogarty International Center; National Research, Development and Innovation Office; Ministry of Education of the People's Republic of China; Natural Sciences and Engineering Research Council of Canada; Nemzeti Kutatási Fejlesztési és Innovációs Hivatal; China Scholarship Council; Electronics and Telecommunications Research Institute; Natural Science Foundation of Jiangsu Province; Government of Jiangsu Province; National Institutes of Health; Consejo Nacional de Ciencia y Tecnología; National Natural Science Foundation of China; National Research Foundation","keywords":"Computer science","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.3224463807273603,"gpt":0.4942874000850687,"spread":0.1718410193577084,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002948402,0.0001574449,0.0003529421,0.0005788245,0.0002743716,0.0006060657,0.0005393276,0.0003117025,0.0003613605],"category_scores_gemma":[0.001536936,0.0001274892,0.0001141068,0.0002849978,0.000158137,0.0001189292,0.0002693264,0.000451972,0.0001146193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001811169,"about_ca_system_score_gemma":0.0004536661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002940206,"about_ca_topic_score_gemma":8.178116e-7,"domain_scores_codex":[0.997036,0.00008044836,0.0005990794,0.0006265843,0.001354897,0.0003029298],"domain_scores_gemma":[0.9980752,0.0002587033,0.00007899888,0.0005973707,0.0007828962,0.0002068682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001358248,0.00001166237,8.789017e-7,0.00006877541,0.00002145686,6.22503e-7,0.0001475772,0.01122475,2.353166e-7,0.1259564,0.8357185,0.02683558],"study_design_scores_gemma":[0.00003467757,0.00002126744,9.137661e-8,0.00001917087,0.000006363796,1.428112e-7,0.00005463752,0.3991529,3.385073e-7,0.295333,0.3053238,0.00005363141],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.000003793251,0.0007306474,0.7699333,0.004432359,0.0001088653,0.0009273691,0.00007508061,0.00007726836,0.2237113],"genre_scores_gemma":[0.00002603959,0.00034244,0.09981689,0.00003558569,0.0007708052,0.0002070689,0.00007006009,0.00004006274,0.8986911],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6749797,"threshold_uncertainty_score":0.5844305,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403187458","doi":"10.3389/978-2-8325-5524-8","title":"Gerontechnologies for Home Support","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Technology Use by Older Adults","field":"Social Sciences","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":"National Institutes of Health; Natural Sciences and Engineering Research Council of Canada; Qinglan Project of Jiangsu Province of China; National Office for Philosophy and Social Sciences; National Key Research and Development Program of China; Réseau québécois de recherche sur le vieillissement; AGE-WELL; Nanjing Forestry University","keywords":"Psychology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.09761495204238982,"gpt":0.4056145359208738,"spread":0.3079995838784839,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002217964,0.0002970215,0.0005314802,0.00118936,0.0007891983,0.0002693134,0.001978235,0.002134069,0.0001384241],"category_scores_gemma":[0.001486732,0.0003019308,0.0002671955,0.0004128278,0.002864901,0.0001568865,0.0005692254,0.002261924,0.0004379607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001756541,"about_ca_system_score_gemma":0.003452028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000983342,"about_ca_topic_score_gemma":0.0008983645,"domain_scores_codex":[0.9960061,0.0001381976,0.0003526704,0.000836323,0.001262513,0.001404184],"domain_scores_gemma":[0.9982768,0.00008508378,0.00008198164,0.0008246201,0.0005584774,0.0001730725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001074361,0.00001268612,0.0000207989,0.0001561911,0.00009661863,0.00004716411,0.001394376,5.750102e-8,9.21475e-7,0.1204577,0.831044,0.04675873],"study_design_scores_gemma":[0.0001080076,0.0001214166,0.000004405097,0.00008547554,0.00002245934,5.641735e-7,0.001792113,0.000004451045,0.00001626402,0.3008025,0.6968228,0.0002195653],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002429568,0.009584416,0.001563706,0.1098242,0.005663899,0.003018475,0.0003529364,0.002248946,0.8677191],"genre_scores_gemma":[0.00003014421,0.002293433,0.005755685,0.00005815822,0.001540804,0.0004161548,0.00009488939,0.00009186843,0.9897189],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1803447,"threshold_uncertainty_score":0.9999433,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4394861979","doi":"10.3389/978-2-8325-4792-2","title":"Pain education research: Advances, innovations, and challenges","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Innovations in Medical Education","field":"Medicine","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":"National Institute of Arthritis and Musculoskeletal and Skin Diseases; National Institute on Drug Abuse; Geriatric Research Education and Clinical Center; NIH Clinical Center; Fakultas Kedokteran, Universitas Indonesia; Universitas Indonesia; Australian Government; Johns Hopkins University; Arizona State University; Hospital for Sick Children; Patient-Centered Outcomes Research Institute","keywords":"Engineering ethics; Psychology; Engineering","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1470934641517852,"gpt":0.4552213683451211,"spread":0.3081279041933359,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01073284,0.0002508214,0.0004220401,0.002986647,0.0003763336,0.0001325791,0.0003065147,0.0007128807,0.0001295582],"category_scores_gemma":[0.007865131,0.000238461,0.00005710804,0.001375363,0.001021903,0.0001811028,0.0002452966,0.004355335,0.0001603739],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001803342,"about_ca_system_score_gemma":0.006937766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001222444,"about_ca_topic_score_gemma":0.000008939418,"domain_scores_codex":[0.9952388,0.0005641147,0.0005471657,0.0007827671,0.002191128,0.0006759774],"domain_scores_gemma":[0.9953596,0.0001086134,0.00007901764,0.0008595032,0.003407603,0.0001856848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001249856,0.0000691428,0.00002082005,0.001877864,0.00003986412,0.000008044464,0.0003265748,2.34812e-8,0.000001268638,0.04004995,0.5226011,0.4349928],"study_design_scores_gemma":[0.0001362115,0.0002483556,0.0001320639,0.001519032,0.00002629798,0.00001148901,0.002124329,0.0001002114,0.000003977918,0.1009324,0.8946017,0.0001639085],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004454624,0.2595763,0.0002873238,0.216121,0.002831638,0.001621903,0.00001500563,0.0001059734,0.5193964],"genre_scores_gemma":[0.00001546046,0.06272187,0.01065957,0.0005642301,0.00459229,0.0004058983,0.0006902594,0.00009118851,0.9202592],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4348289,"threshold_uncertainty_score":0.998692,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319012379","doi":"10.3389/978-2-83251-305-7","title":"Understanding socioemotional and academic adjustment during childhood and adolescence: Volume II","year":2023,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Resilience and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Zhengzhou University; Helse Midt-Norge; Norwegian Institute of Public Health; China Scholarship Council; National Office for Philosophy and Social Sciences; Ministerio de Ciencia, Innovación y Universidades; Ministry of Education of the People's Republic of China; Faculty of Medicine and Health, University of Sydney; Norges Teknisk-Naturvitenskapelige Universitet","keywords":"Socioemotional selectivity theory; Psychology; Volume (thermodynamics); Developmental psychology; Late childhood; Physics","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1783309682104489,"gpt":0.4306108190226556,"spread":0.2522798508122067,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007716927,0.0002444204,0.0003543057,0.0004513216,0.000861394,0.00003960493,0.0002776168,0.0006717726,0.0001436774],"category_scores_gemma":[0.00004326491,0.0002506494,0.00006017369,0.0001432051,0.0006400324,0.0001066115,0.0004491541,0.00223707,0.00009854708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00140238,"about_ca_system_score_gemma":0.0004447008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002578772,"about_ca_topic_score_gemma":0.000009355285,"domain_scores_codex":[0.9970666,0.0001976295,0.0003221587,0.0007103136,0.0008173018,0.0008860595],"domain_scores_gemma":[0.999203,0.00001777932,0.00009032262,0.0002856339,0.0000508811,0.0003523679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00004958675,0.0000431291,0.004146487,0.0003520966,0.000093099,0.00004642846,0.003598425,5.350523e-7,0.000006113939,0.007720418,0.97136,0.01258365],"study_design_scores_gemma":[0.00242294,0.0009568266,0.5793723,0.001671262,0.00007060668,0.00008738464,0.01402997,0.00009472944,0.000008628505,0.1017092,0.2986525,0.0009237388],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1070891,0.1229824,0.002433012,0.09249693,0.02118715,0.01111519,0.0009423837,0.000903305,0.6408506],"genre_scores_gemma":[0.001370653,0.008036493,0.0001186486,0.00008892761,0.001339166,0.00004990778,0.00007045842,0.00005596358,0.9888698],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6727076,"threshold_uncertainty_score":0.9999946,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403702831","doi":"10.3389/978-2-8325-5599-6","title":"Psychological Intervention for Suicidal Ideation, Behavior, and Attempted Suicide","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"National Institute of Mental Health; American Foundation for Suicide Prevention; European Regional Development Fund; Canadian Institutes of Health Research; Fogarty International Center; Australian Government; National Institutes of Health","keywords":"Suicidal ideation; Psychology; Intervention (counseling); Suicidal behavior; Clinical psychology; Ideation; Suicide ideation; Psychotherapist; Medical emergency; Psychiatry; Suicide prevention; Medicine; Poison control","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1509299542446859,"gpt":0.4632648906427113,"spread":0.3123349363980253,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001334609,0.0003744031,0.0006108494,0.0006452388,0.0003031127,0.00017551,0.0004168605,0.0008092511,0.000592004],"category_scores_gemma":[0.0002357128,0.0003411633,0.0003290503,0.0001879852,0.0004746606,0.00007500716,0.0002629715,0.001358681,0.0002732003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003159677,"about_ca_system_score_gemma":0.00007588395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001321589,"about_ca_topic_score_gemma":0.0001130305,"domain_scores_codex":[0.9967268,0.0002900739,0.0005929879,0.001019556,0.0005760546,0.0007945549],"domain_scores_gemma":[0.9985939,0.0001250776,0.0001067535,0.0005569936,0.000442631,0.0001745964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001936055,0.0001254902,0.002741046,0.0001926593,0.0003887094,0.0001044512,0.000537599,4.765802e-8,0.00000463577,0.008861215,0.9601552,0.02669529],"study_design_scores_gemma":[0.001081631,0.0009397038,0.01359377,0.00007309586,0.0002403855,0.00001670405,0.0007215695,0.00001516536,0.000006929335,0.03937063,0.9435207,0.0004197502],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01428788,0.1572617,0.006940315,0.01843125,0.02074761,0.01021555,0.00124503,0.0008074709,0.7700632],"genre_scores_gemma":[0.0005549769,0.0005209733,0.0007698006,0.0001290671,0.0015123,0.001153122,0.0005157709,0.00009391323,0.9947501],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2246869,"threshold_uncertainty_score":0.999904,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417106106","doi":"10.3389/978-2-8325-7206-1","title":"When (and how) Theory of Mind is useful? Evidence from Innovative Assessment Tools, Training, and Treatments Strategies, volume II","year":2025,"lang":"","type":"book","venue":"Frontiers research topics","topic":"Sport Psychology and Performance","field":"Psychology","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":"Università degli Studi di Milano-Bicocca; Social Sciences and Humanities Research Council of Canada; Canada Research Chairs; Kwantlen Polytechnic University","keywords":"Volume (thermodynamics); Work (physics); Component (thermodynamics); Relation (database)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.2089945612607085,"gpt":0.4334763023305401,"spread":0.2244817410698317,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.003709755,0.0008605779,0.001708438,0.001048056,0.0008483424,0.0003014655,0.001114566,0.00189175,0.004230774],"category_scores_gemma":[0.0003689619,0.0008497212,0.0001674001,0.0006620419,0.003594059,0.0008855527,0.0007186604,0.003307501,0.00001731132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004729448,"about_ca_system_score_gemma":0.003706414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001966447,"about_ca_topic_score_gemma":0.00004170769,"domain_scores_codex":[0.9928737,0.001667451,0.001007393,0.00205163,0.001083024,0.001316813],"domain_scores_gemma":[0.9960042,0.000382788,0.0006678965,0.001574496,0.001054875,0.0003156936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001091437,0.0003161468,0.06647444,0.0003034182,0.003235675,0.0001056175,0.03586563,3.199198e-7,0.00001962757,0.005724353,0.6177624,0.269101],"study_design_scores_gemma":[0.001990854,0.002311911,0.2039119,0.00145026,0.0002736808,0.000006714889,0.01736113,0.00006460182,0.00003476812,0.02172302,0.7502813,0.000589785],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2849471,0.1258093,0.008720343,0.05488393,0.008392173,0.007140853,0.00571919,0.00007085461,0.5043163],"genre_scores_gemma":[0.01455165,0.01274076,0.005903181,0.0002493928,0.0006165064,0.0002033208,0.0004050689,0.00005979542,0.9652703],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.460954,"threshold_uncertainty_score":0.999404,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402227120","doi":"10.3389/978-2-8325-5402-9","title":"Decision Making and Problem Solving in Organizations: Assessing and Expanding the Carnegie Perspective","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Complex Systems and Decision Making","field":"Decision Sciences","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":"Bayerische Akademie der Wissenschaften; Eidgenössische Technische Hochschule Zürich; Simon Fraser University; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Perspective (graphical); Management science; Operations research; Computer science; Epistemology; Sociology; Engineering ethics; Engineering; Artificial intelligence; Philosophy","authors":[{"name":"Daniel Newark","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1759501842679165,"gpt":0.4822156803094265,"spread":0.30626549604151,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.009191054,0.0003117199,0.0006522149,0.001975469,0.0009867452,0.005465799,0.0009407016,0.0003330463,0.0000930052],"category_scores_gemma":[0.01059368,0.0002038003,0.00008658201,0.001729795,0.0004343991,0.0004422822,0.001897132,0.001644031,0.00004444571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001000064,"about_ca_system_score_gemma":0.0008247836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000769719,"about_ca_topic_score_gemma":0.0002564238,"domain_scores_codex":[0.9934456,0.0006519815,0.0009696977,0.001279733,0.003054327,0.0005986962],"domain_scores_gemma":[0.9949839,0.002413871,0.0002407339,0.0008217241,0.00140339,0.0001363741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001965486,0.00001131467,0.00159934,0.00007265961,0.00004059737,0.0001482696,0.009486209,0.00005658192,0.000005808631,0.04976793,0.7964794,0.1423122],"study_design_scores_gemma":[0.0001296813,0.00002619011,0.001013167,0.001412696,0.00001092252,0.00002472416,0.01772637,0.004035242,4.892366e-7,0.6421152,0.3333023,0.0002029304],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002262973,0.2024194,0.1193453,0.0116556,0.004531014,0.003370357,0.00004884475,0.0001618982,0.6562046],"genre_scores_gemma":[0.02468207,0.0005930606,0.0212369,0.00007962604,0.001187477,0.00004083075,0.00000287398,0.000114474,0.9520627],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5923473,"threshold_uncertainty_score":0.9977405,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4381747498","doi":"10.3389/978-2-8325-2672-9","title":"Insights in sports social science","year":2023,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Sports, Gender, and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Kennesaw State University; Fundação para a Ciência e a Tecnologia; United States Agency for International Development","keywords":"Sports science; Data science; Computer science; Sociology; Political science","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1059661618939075,"gpt":0.400281980257018,"spread":0.2943158183631105,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.004761342,0.0002154606,0.0004413589,0.0009638317,0.002285678,0.0002733392,0.001321532,0.0007700311,0.0001291255],"category_scores_gemma":[0.0005651696,0.0002333871,0.0001870585,0.001798321,0.004383902,0.0002903172,0.0003511536,0.001636197,0.00006412046],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003300486,"about_ca_system_score_gemma":0.01089232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006794119,"about_ca_topic_score_gemma":0.001299614,"domain_scores_codex":[0.9928247,0.0002527957,0.0003727947,0.0007768006,0.00442537,0.001347581],"domain_scores_gemma":[0.9985704,0.00003371697,0.0001079387,0.0003934548,0.0005699251,0.0003245081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005584508,0.00002412712,0.0007717644,0.00003053408,0.00001030491,0.0001379041,0.07985629,3.936668e-7,8.586424e-7,0.07462096,0.8370094,0.007531906],"study_design_scores_gemma":[0.0001145986,0.00001391929,0.00297718,0.00004361269,0.000004443859,8.608266e-8,0.03667995,0.000008407276,0.000001291389,0.06141499,0.8985114,0.000230148],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006774138,0.0007214965,0.00001852567,0.003049032,0.003259621,0.0006357993,0.00001031206,0.0001273543,0.9915004],"genre_scores_gemma":[0.0005089254,0.001857575,0.0001371098,0.00008914572,0.003289617,0.00003526831,0.00002917897,0.00004440762,0.9940088],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.061502,"threshold_uncertainty_score":0.9990132,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414243302","doi":"10.3389/978-2-8325-6579-7","title":"Systemic Explanations of Psychological Symptoms and Distress in Clinical and Research Practice","year":2025,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Psychotherapy Techniques and Applications","field":"Psychology","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":"Canadian Institutes of Health Research; Vlaamse regering; Canada First Research Excellence Fund; Euskal Herriko Unibertsitatea; Ministerio de Economía y Competitividad; Eusko Jaurlaritza; Deutsche Forschungsgemeinschaft; Fonds Wetenschappelijk Onderzoek; Ministerio de Ciencia e Innovación; Wellcome Trust; McGill University","keywords":"Distress; Psychological distress; Clinical Practice; Depression (economics); MEDLINE; Disease; Anxiety","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1823517019965038,"gpt":0.5602985102614099,"spread":0.3779468082649061,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005244402,0.0001869361,0.0005400002,0.0008834035,0.000165383,0.00006423956,0.0005925388,0.0009367846,0.00007265511],"category_scores_gemma":[0.0006181455,0.0001762466,0.00007401266,0.0004947528,0.001497805,0.00006728359,0.0002117832,0.002702822,0.000008730349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001412704,"about_ca_system_score_gemma":0.0001897255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001029253,"about_ca_topic_score_gemma":0.00001864036,"domain_scores_codex":[0.9954434,0.001752773,0.0007932007,0.000848448,0.0006443838,0.0005177693],"domain_scores_gemma":[0.99738,0.0008439867,0.0001533133,0.0009387524,0.0005240345,0.0001599359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001684509,0.0003272976,0.002752346,0.0001303579,0.00009451024,0.00002719442,0.0004773288,5.754175e-8,0.000002676454,0.1478009,0.781542,0.06667691],"study_design_scores_gemma":[0.0006483506,0.0003728964,0.006632106,0.0004269692,0.00001657362,0.00001712396,0.000806296,0.00001683629,9.66186e-7,0.03278456,0.9581205,0.0001568154],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002281078,0.02067957,0.002113957,0.01177002,0.0007452929,0.002772676,0.0003481568,0.0000683644,0.9592209],"genre_scores_gemma":[0.002082421,0.0146061,0.002664456,0.0001051008,0.0003766192,0.0007061753,0.00009154983,0.00003510182,0.9793325],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1765785,"threshold_uncertainty_score":0.999598,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414239559","doi":"10.3389/978-2-8325-6483-7","title":"Voices from the Frontline: The Lived Experiences of Healthcare Professionals in the Workplace","year":2025,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Workplace Health and Well-being","field":"Health Professions","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":"Canadian Institutes of Health Research; Al-Imam Muhammad Ibn Saud Islamic University; Princess Nourah Bint Abdulrahman University; U.S. Department of Health and Human Services; Agency for Healthcare Research and Quality; McMaster University","keywords":"Lived experience; Health care; Health professionals; Qualitative research; Identity (music); Perspective (graphical)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.08214296671410005,"gpt":0.4670314038808942,"spread":0.3848884371667942,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009740108,0.0003942878,0.0008235582,0.0002668658,0.003295049,0.00005880161,0.00315961,0.001065828,0.0003383684],"category_scores_gemma":[0.002101273,0.0001856384,0.0001931297,0.0007423918,0.0008107711,0.0001013098,0.0007742549,0.008319937,0.00006281916],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006381439,"about_ca_system_score_gemma":0.008262693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003663317,"about_ca_topic_score_gemma":0.003102097,"domain_scores_codex":[0.9842935,0.0101336,0.001369973,0.0006753391,0.002027696,0.001499908],"domain_scores_gemma":[0.9907727,0.006142325,0.0005960557,0.001655027,0.0006526919,0.0001811594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001831683,0.0000377229,0.003207764,0.0005499126,0.00004079904,0.000007586081,0.1803804,0.0000014012,1.177692e-7,0.001928536,0.8101413,0.003521275],"study_design_scores_gemma":[0.0003088125,0.00005352364,0.001428644,0.002809568,0.0000153266,1.157949e-7,0.3101223,0.00005928424,0.000001382991,0.009257079,0.6758174,0.0001265716],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.005785168,0.09005946,0.0001498444,0.6564543,0.009755376,0.01236511,0.0001968145,0.00007632511,0.2251576],"genre_scores_gemma":[0.001918441,0.003472354,0.0003664469,0.007662883,0.003489498,0.002416667,0.0002042337,0.00004709206,0.9804224],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7552648,"threshold_uncertainty_score":0.9980025,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396929758","doi":"10.3389/978-2-8325-4894-3","title":"Endometriosis: Pathogenesis, Diagnosis and Treatment, volume II","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Endometriosis Research and Treatment","field":"Medicine","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":"Canadian Institutes of Health Research; Université de Genève; Javna Agencija za Raziskovalno Dejavnost RS; College of Medicine, Koisin University; National Research Foundation of Korea; Kosin University; Department of Education of Zhejiang Province; National Natural Science Foundation of China; National Research Foundation","keywords":"Pathogenesis; Endometriosis; Volume (thermodynamics); Medicine; Pathology; Physics","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.07534132895678829,"gpt":0.3638648205482387,"spread":0.2885234915914504,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008358049,0.0006391691,0.001331498,0.00336436,0.0005434721,0.0002546642,0.000295357,0.0006878737,0.0005101902],"category_scores_gemma":[0.003954272,0.0004929841,0.0004675448,0.001307423,0.0005457184,0.0001042938,0.0006132267,0.001337182,0.0003700891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003253895,"about_ca_system_score_gemma":0.001907278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001151688,"about_ca_topic_score_gemma":0.00003177737,"domain_scores_codex":[0.9947748,0.0002725502,0.000516162,0.001227899,0.001910855,0.001297762],"domain_scores_gemma":[0.9969254,0.0002853067,0.00007817739,0.001010197,0.0006137435,0.001087134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000987489,0.0003908304,0.003600196,0.0004763508,0.001610848,0.001525257,0.000143073,6.733303e-8,0.00000948386,0.0002301256,0.7515235,0.2403915],"study_design_scores_gemma":[0.001852567,0.004274299,0.0008599928,0.0005654591,0.0005143937,0.00005037951,0.00007893554,0.00001885852,0.0002449497,0.0009613574,0.9902441,0.0003347391],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.002606628,0.5538923,0.000048331,0.06284297,0.001667945,0.00874945,0.002155849,0.0004641624,0.3675723],"genre_scores_gemma":[0.000188322,0.1732663,0.0009620881,0.0000582413,0.001265337,0.001087622,0.0005420999,0.0001545486,0.8224754],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4549031,"threshold_uncertainty_score":0.9997522,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386526369","doi":"10.3389/978-2-8325-3361-1","title":"Bridging the gap: An interdisciplinary perspective on ketamine in psychiatric disorders","year":2023,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Treatment of Major Depression","field":"Medicine","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":"National Natural Science Foundation of China; University of Alberta","keywords":"Bridging (networking); Perspective (graphical); Ketamine; Psychology; Psychiatry; Psychotherapist; Computer science; Art; Visual arts","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.06273751073031053,"gpt":0.4260424244173935,"spread":0.363304913687083,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0009176066,0.0003656556,0.0005484023,0.001454259,0.0003581192,0.00006701214,0.0005467248,0.0003924081,0.00005177765],"category_scores_gemma":[0.0002775711,0.0002545476,0.0002227144,0.0005722506,0.000358569,0.00009896112,0.0005831139,0.002640451,0.0001554554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002500387,"about_ca_system_score_gemma":0.00062578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001039625,"about_ca_topic_score_gemma":0.0004492227,"domain_scores_codex":[0.9962859,0.0003749007,0.0003460646,0.0008551949,0.001413009,0.0007249416],"domain_scores_gemma":[0.9982869,0.00008088399,0.00009349395,0.001145647,0.0001749956,0.0002180477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006476524,0.0004396386,0.003375591,0.0001547695,0.0001823579,0.000310677,0.002023218,0.00001924388,0.0000025508,0.001197078,0.9265086,0.06513859],"study_design_scores_gemma":[0.008916819,0.009041411,0.1608719,0.003565877,0.000437312,0.0000358821,0.01712199,0.005087035,0.00002296629,0.190552,0.6029155,0.001431285],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004402136,0.007052871,0.0002196963,0.1506257,0.003077655,0.004364647,0.00007946127,0.0003219242,0.8298559],"genre_scores_gemma":[0.001936768,0.001227703,0.0002979454,0.00008683937,0.001841452,0.0001463464,0.0002276211,0.0001437542,0.9940916],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3235932,"threshold_uncertainty_score":0.9999907,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4395000018","doi":"10.3389/978-2-8325-4828-8","title":"Innovative studies in organized helping: Transforming relations, emotions and referents through sequentially structured practices","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Organizational Learning and Leadership","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"Universiteit Antwerpen; Vlaamse regering; Universiteit Gent; Pontificia Universidad Católica del Perú; Austrian Science Fund; Social Sciences and Humanities Research Council of Canada; Deutsche Forschungsgemeinschaft; Universität Mannheim; International Psychoanalytical Association","keywords":"Psychology; Communication; Cognitive science","authors":[{"name":"Claudio Scarvaglieri","is_ca":false},{"name":"Peter Muntigl","is_ca":false},{"name":"Eva-Maria Graf","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2194003665785661,"gpt":0.3968675159654281,"spread":0.177467149386862,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009799987,0.0002829941,0.0004151458,0.001041782,0.0004511502,0.0005299919,0.0002674504,0.0003520342,0.000128763],"category_scores_gemma":[0.002793241,0.0002685819,0.00004231545,0.001503799,0.000321922,0.001168733,0.0002284296,0.001911744,0.000123384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000475223,"about_ca_system_score_gemma":0.000506061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009360655,"about_ca_topic_score_gemma":0.0001993118,"domain_scores_codex":[0.9977412,0.0001042066,0.0004439864,0.0005559968,0.0007395502,0.0004151022],"domain_scores_gemma":[0.9983065,0.00007389943,0.0003094328,0.0002096341,0.001084102,0.00001645442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006622335,0.00004320865,0.002692292,0.002419287,0.0006360893,0.00009347227,0.006050183,0.0000457106,0.00003968332,0.124242,0.8608348,0.002837096],"study_design_scores_gemma":[0.0003870629,0.00001694303,0.0006672635,0.000791933,0.00008096617,0.000002144831,0.005810975,0.0001402199,0.000006557874,0.08070404,0.9110976,0.0002943143],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01342599,0.04632894,0.00233865,0.1728921,0.009309704,0.004986505,0.0001123601,0.0009486855,0.749657],"genre_scores_gemma":[0.01142104,0.0008415942,0.001763976,0.0002990233,0.003160395,0.00002684713,0.0005685341,0.0001261303,0.9817924],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2321354,"threshold_uncertainty_score":0.9999766,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400296916","doi":"10.3389/978-2-8325-5112-7","title":"Multilevel Social Determinants of Individual and Family Well-being: National and International Perspectives","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Socioeconomic and Demographic Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Economic and Social Research Council; Social Sciences and Humanities Research Council of Canada; Crown-Indigenous Relations and Northern Affairs Canada; Indigenous Services Canada; Ontario Ministry of Economic Development, Job Creation and Trade; Ministero dello Sviluppo Economico; Alberta Children's Hospital Foundation; Canada Research Chairs; Canadian Institutes of Health Research; University of Waterloo; Canadian Child Health Clinician Scientist Program; Children's Hospital Foundation","keywords":"Multilevel model; Psychology; Sociology; Political science; Statistics; Mathematics","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.04784112021801706,"gpt":0.343809036815178,"spread":0.2959679165971609,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006518568,0.0001416185,0.0002529229,0.0002853691,0.000166971,0.00008142754,0.0002945611,0.0002424653,0.0004304577],"category_scores_gemma":[0.0000657411,0.0001405168,0.00009412177,0.00007523946,0.001327897,0.0001092186,0.0005831755,0.0004418022,0.00004596153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003313191,"about_ca_system_score_gemma":0.0001082377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003075049,"about_ca_topic_score_gemma":0.00001625656,"domain_scores_codex":[0.9983168,0.00005852164,0.0002212742,0.0004277049,0.0007682008,0.0002074465],"domain_scores_gemma":[0.9996778,0.00003505772,0.00007411143,0.000080383,0.0000561574,0.00007648412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001493827,0.0000249488,0.0198745,0.00003455627,0.000286518,0.000007489572,0.005718089,0.000001318543,0.000003993511,0.002430086,0.9386969,0.03290662],"study_design_scores_gemma":[0.0004096808,0.00006536821,0.1300929,0.00004979187,0.0001030863,0.000003624853,0.005024516,0.003641544,0.000004735414,0.1058087,0.7544433,0.0003527229],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06328401,0.004331953,0.0002111613,0.002732293,0.0005860369,0.0004133209,0.0003040618,0.00003055296,0.9281066],"genre_scores_gemma":[0.01973004,0.001092293,0.001110222,0.00004860636,0.0004219284,0.00001440516,0.00003847017,0.00002281285,0.9775212],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1842536,"threshold_uncertainty_score":0.5730108,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4394862069","doi":"10.3389/978-2-8325-4796-0","title":"Women in Cardiovascular Genetics and Systems Medicine","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Sex and Gender in Healthcare","field":"Medicine","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":"Fondo Nacional de Desarrollo Científico y Tecnológico; Fuwai Hospital, Chinese Academy of Medical Sciences; National Institutes of Health; Agencia Nacional de Investigación y Desarrollo; American Heart Association; Canadian Institutes of Health Research; Chinese Academy of Medical Sciences; National Natural Science Foundation of China; University of Cincinnati; College of Medicine, University of Cincinnati; Amgen; Universidad de La Frontera; Ministero della Salute","keywords":"Medical genetics; Genetics; Medicine; Biology; Gene","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1576584843664327,"gpt":0.3948178135717646,"spread":0.2371593292053319,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003505976,0.0002656381,0.001136598,0.0009458693,0.00007440848,0.00004543212,0.0001916542,0.0006499304,0.00003467477],"category_scores_gemma":[0.0002848212,0.0002220752,0.000120075,0.0002940678,0.0004012183,0.00002100807,0.0001869201,0.002045274,0.00003295995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001821587,"about_ca_system_score_gemma":0.001269445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002003483,"about_ca_topic_score_gemma":0.0000122264,"domain_scores_codex":[0.9960151,0.0002916361,0.0004496934,0.0007570982,0.001559322,0.0009271873],"domain_scores_gemma":[0.9981604,0.00003759803,0.00002805464,0.0009346495,0.0003067759,0.0005324869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005072709,0.00001300058,0.001478106,0.007518078,0.000793463,0.001232176,0.00356685,0.000005473254,0.000001083798,0.0005013125,0.9182964,0.06654332],"study_design_scores_gemma":[0.0005732178,0.0004131827,0.0006591739,0.001267943,0.0000790265,0.00004987995,0.002861385,0.0004009148,8.362551e-7,0.005410092,0.9881213,0.0001630948],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.000668816,0.7448276,0.00003745446,0.007124435,0.002832526,0.001752398,0.00003388301,0.00005709753,0.2426658],"genre_scores_gemma":[0.0002595234,0.02395279,0.0001296645,0.00008539412,0.003542925,0.0001482012,0.00008913341,0.00008164842,0.9717107],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7290449,"threshold_uncertainty_score":0.9055964,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390284217","doi":"10.3389/978-2-8325-4182-1","title":"Knowledge Graph Technologies: the Next Frontier of the Food, Agriculture, and Water Domains","year":2023,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","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":"Genome Canada; Science Foundation Ireland; U.S. Department of Agriculture; Agence Nationale de la Recherche; National Science Foundation","keywords":"Frontier; Agriculture; Knowledge graph; Graph; Computer science; Business; Knowledge management; Data science; Geography; Theoretical computer science; Information retrieval","authors":[{"name":"Marie‐Angélique Laporte","is_ca":false},{"name":"Catherine Roussey","is_ca":false},{"name":"Christophe Guéret","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06949171489692578,"gpt":0.2978833290642245,"spread":0.2283916141672988,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001160086,0.000236679,0.0003485857,0.0001428102,0.0005780604,0.0001115516,0.001375199,0.0003959227,0.00002994383],"category_scores_gemma":[0.0001225319,0.0001014142,0.000231902,0.0004542049,0.001874542,0.00008620882,0.001880862,0.001098202,0.0001058006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000277113,"about_ca_system_score_gemma":0.00003684654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001365804,"about_ca_topic_score_gemma":0.00007575074,"domain_scores_codex":[0.9974434,0.0003185009,0.0002997561,0.0004659078,0.0008943783,0.0005780277],"domain_scores_gemma":[0.9988603,0.0000402424,0.00007726577,0.0009070187,0.00005162225,0.00006352729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004470707,0.00002399514,0.001232415,0.00006437834,0.0001681784,0.000002352547,0.001211278,0.000009992096,0.0002995487,0.0002164332,0.9906155,0.006151391],"study_design_scores_gemma":[0.0001045232,0.00006235033,0.0008686277,0.00007499988,0.00005866669,7.100791e-7,0.001689049,0.0000173815,0.003455067,0.03953822,0.953946,0.0001844152],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07874826,0.04508061,0.001838354,0.1526061,0.01644292,0.009721313,0.0008411307,0.001740967,0.6929803],"genre_scores_gemma":[0.00227533,0.0009238539,0.0001782996,0.000008911791,0.0002506506,0.00005023941,0.00001779739,0.00002948948,0.9962654],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3032851,"threshold_uncertainty_score":0.6906827,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392986417","doi":"10.3389/978-2-8325-4660-4","title":"Insights In Biosafety & Biosecurity 2022/2023: Novel Developments, Current Challenges, and Future Perspectives","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Bacillus and Francisella bacterial research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"Science and Technology Directorate; National Nuclear Security Administration; U.S. Department of Health and Human Services; Huazhong University of Science and Technology; Bundesministerium für Bildung und Forschung; Robert Koch Institut; Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology; Wellcome Trust; U.S. Department of State; U.S. Department of Homeland Security; National Science Foundation; U.S. Department of Energy","keywords":"Biosecurity; Biosafety; Current (fluid); Medicine; Engineering ethics; Engineering; Biotechnology; Biology; Electrical engineering; Pathology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.05168208125658531,"gpt":0.3281497749314128,"spread":0.2764676936748275,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007762029,0.0004172367,0.0004686124,0.0005741636,0.0001632324,0.0001206986,0.0005312655,0.0009175142,0.00003656826],"category_scores_gemma":[0.0001520583,0.0003833426,0.0001305217,0.0002272759,0.000458605,0.00001053302,0.000962453,0.001747362,0.00004508629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000398405,"about_ca_system_score_gemma":0.001320871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001338391,"about_ca_topic_score_gemma":0.0005201506,"domain_scores_codex":[0.9966673,0.0002013581,0.0003684575,0.001232018,0.0007841626,0.000746706],"domain_scores_gemma":[0.9986413,0.00001058687,0.00005803036,0.0006144174,0.0003904606,0.000285193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000396211,0.0003411699,0.00002410579,0.001595424,0.0004200234,0.00005013304,0.003385885,1.758219e-7,0.007588702,0.03175623,0.6849886,0.2694533],"study_design_scores_gemma":[0.0004382026,0.0001249032,0.0007882791,0.00017468,0.000009743002,0.000003170293,0.0003887553,0.000005412791,0.00013997,0.003145139,0.9943758,0.0004059855],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.001440001,0.8925399,0.0000847745,0.007874393,0.002722629,0.001134707,0.0003664843,0.00002294677,0.09381422],"genre_scores_gemma":[0.0003949853,0.4930625,0.0006924621,0.00001595824,0.004736766,0.00009211906,0.0008407707,0.00008524615,0.5000792],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.406265,"threshold_uncertainty_score":0.9998618,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385760416","doi":"10.3389/978-2-8325-2782-5","title":"Global Human Identification: Studies of Its Roots, How It May Be Enlarged, and Its Expressions in Attitudes and Behavior","year":2023,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Anthropology: Ethics, History, Culture","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"National Social Science Fund of China; Université de Reims Champagne-Ardenne; Agencia Estatal de Investigación; Fundação para a Ciência e a Tecnologia; Universitat de València; Eusko Jaurlaritza; European Regional Development Fund; European Commission; Euskal Herriko Unibertsitatea; Ministerio de Educación, Gobierno de Chile; University of South Carolina; University of Warwick; Freie Universität Berlin; Mitacs; University of Wisconsin-Eau Claire; Ministerio de Economía y Competitividad; Agència de Gestió d'Ajuts Universitaris i de Recerca; Canadian Institutes of Health Research; Templeton World Charity Foundation; National Science Foundation","keywords":"Identification (biology); Psychology; Social psychology; Biology; Ecology","authors":[{"name":"Sam McFarland","is_ca":false},{"name":"Katarzyna Hamer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2808739681460393,"gpt":0.5119240230824234,"spread":0.2310500549363841,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0024053,0.00021725,0.0005363909,0.000290874,0.001438245,0.0001030155,0.0005629748,0.0008569125,0.00006029031],"category_scores_gemma":[0.002370751,0.0002182975,0.00006867408,0.0003107226,0.004353838,0.0002324856,0.0004669684,0.001040321,0.000006000126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009756241,"about_ca_system_score_gemma":0.0008016001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002919137,"about_ca_topic_score_gemma":0.01781661,"domain_scores_codex":[0.9964777,0.0007965208,0.0003540468,0.0006094978,0.001221583,0.0005406067],"domain_scores_gemma":[0.9983728,0.0001003063,0.0001858114,0.0003052424,0.0008493076,0.0001865278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000787198,0.00006435671,0.00929688,0.000508838,0.00009335697,0.00005308658,0.01886038,2.507018e-7,0.00005774856,0.02869273,0.9419385,0.0004260412],"study_design_scores_gemma":[0.0002976761,0.00007705951,0.02512434,0.0005048742,0.00007220507,8.565895e-7,0.0566089,0.000001478733,0.00001870659,0.004516986,0.912453,0.0003239487],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.02301564,0.459297,0.00006752522,0.3154059,0.01211516,0.009329794,0.003016569,0.00045705,0.1772954],"genre_scores_gemma":[0.006159283,0.01973579,0.0001311013,0.00003154176,0.0005010261,0.0001377022,0.00006075754,0.00002535568,0.9732174],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.795922,"threshold_uncertainty_score":0.9998617,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392552561","doi":"10.3389/978-2-8325-4581-2","title":"Music Therapy in Geriatrics, volume II","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Music Therapy and Health","field":"Psychology","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":"Medical Research Council; University of North Carolina at Greensboro; National Health and Medical Research Council; Alzheimer Society; World Health Organization","keywords":"Geriatrics; Volume (thermodynamics); Music therapy; Medicine; Gerontology; Psychology; Physical therapy; Psychiatry; Physics","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1407058102549189,"gpt":0.4184409809910871,"spread":0.2777351707361682,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0022636,0.0003595348,0.0006636,0.001383405,0.0002664478,0.0000992331,0.0008466704,0.001135132,0.009885748],"category_scores_gemma":[0.00004422113,0.0003454933,0.0002120643,0.0005210933,0.0002997219,0.0000600809,0.0002485576,0.003753934,0.00159468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001003933,"about_ca_system_score_gemma":0.001452753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004144095,"about_ca_topic_score_gemma":0.0002319076,"domain_scores_codex":[0.9958648,0.0005733783,0.0005681139,0.0009340432,0.0008340487,0.001225612],"domain_scores_gemma":[0.9984128,0.00002245013,0.00009090497,0.0010638,0.0001675704,0.0002424927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001445357,0.00009824929,0.00007981466,0.000113655,0.0001217008,0.0002197592,0.005542787,3.040966e-7,7.148923e-7,0.01619329,0.8434294,0.1340557],"study_design_scores_gemma":[0.0005655097,0.000552333,0.0005199757,0.00008845636,0.000006594647,0.000002655438,0.00022925,0.00001833134,4.201003e-7,0.04541762,0.9523132,0.0002856454],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004488205,0.06798548,0.0001032509,0.02351882,0.01405033,0.001602388,0.0001246363,0.0001360212,0.8920302],"genre_scores_gemma":[0.00002104025,0.004426885,0.0002787363,0.0006304493,0.005425632,0.0001717059,0.0001267174,0.0001312855,0.9887875],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1337701,"threshold_uncertainty_score":0.9998997,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393364605","doi":"10.3389/978-2-8325-4711-3","title":"The youth elite football players","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Sports Analytics and Performance","field":"Economics, Econometrics and Finance","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":"Universidade Federal de Minas Gerais; Irish Research Council; Trent University; Nottingham Trent University","keywords":"Elite; Football; Football players; Psychology; Political science; Politics; Law","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1030224114263074,"gpt":0.292951478875642,"spread":0.1899290674493346,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00213913,0.0002709444,0.0004948376,0.0005082824,0.0005042652,0.0006532834,0.0009181799,0.0003954931,0.0002108174],"category_scores_gemma":[0.0001072137,0.0002278982,0.0002959404,0.0002546156,0.0003456707,0.00009401876,0.0002895284,0.001675452,0.001785263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006558373,"about_ca_system_score_gemma":0.00031111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001057577,"about_ca_topic_score_gemma":0.00004416396,"domain_scores_codex":[0.9975979,0.00001747689,0.0006830945,0.0006459487,0.0002550302,0.0008005135],"domain_scores_gemma":[0.9985818,0.00002370868,0.0001898546,0.0009027143,0.0001269159,0.0001749891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009073073,0.000006354369,0.0002580111,0.00006197378,0.000149048,0.00001528671,0.0003939613,0.00001202966,1.114711e-8,0.2266133,0.7681677,0.004313239],"study_design_scores_gemma":[0.00008084186,0.00004199074,0.00009807235,0.00007102841,0.00001153278,5.453699e-7,0.0001506311,0.003181176,3.448814e-7,0.1163089,0.8798131,0.0002417711],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003601791,0.08112857,0.0004177146,0.004900431,0.004069605,0.000377331,0.0006232405,0.000043838,0.9084032],"genre_scores_gemma":[0.0001706712,0.02359241,0.0001000358,0.0001035903,0.001811283,0.00002526871,0.0001501287,0.00008053479,0.9739661],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1116455,"threshold_uncertainty_score":0.998992,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388270032","doi":"10.3389/978-2-8325-3692-6","title":"Economic Evaluation of Mental Health Interventions","year":2023,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","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":"NIHR Cambridge Biomedical Research Centre; Quality Enhancement Research Initiative; U.S. Department of Veterans Affairs; National Institute for Health and Care Research; Canadian Institutes of Health Research; Medical Research Council; Health Services Research and Development","keywords":"Psychological intervention; Mental health; Psychology; Psychiatry","authors":[{"name":"Huajie Jin","is_ca":false},{"name":"Ali Jalali","is_ca":false},{"name":"Ben Wijnen","is_ca":false},{"name":"Yuhua Bao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7030730794315854,"gpt":0.5763456367206827,"spread":0.1267274427109026,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.07794623,0.0002808312,0.001813421,0.001780092,0.0003702871,0.00009583588,0.0007337715,0.0004187246,0.001260616],"category_scores_gemma":[0.003049078,0.0003979428,0.0005253815,0.000191277,0.0002892421,0.0002969137,0.0002568549,0.0007761903,0.004578273],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01017714,"about_ca_system_score_gemma":0.003812719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006443133,"about_ca_topic_score_gemma":0.0007385699,"domain_scores_codex":[0.9903096,0.001575547,0.005784814,0.0009046703,0.0006380326,0.0007873277],"domain_scores_gemma":[0.9950973,0.0001819099,0.003067082,0.001020769,0.0003370663,0.0002958618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006772005,0.0000420672,0.0004029082,0.001075129,0.0002198864,2.50696e-7,0.0009209354,0.00008471682,3.415887e-8,0.05305031,0.9422971,0.001899897],"study_design_scores_gemma":[0.0006916409,0.00017226,0.0009019983,0.0008004243,0.00001387742,6.772878e-7,0.0007730846,0.006138013,5.3289e-7,0.1470763,0.8431388,0.0002924495],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006795446,0.07453469,0.0034951,0.3654765,0.01741908,0.01052608,0.01256729,0.0002478958,0.5150538],"genre_scores_gemma":[0.00008005483,0.00213293,0.00154712,0.0004799504,0.001294968,0.0002898141,0.001424202,0.0001185095,0.9926324],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4775787,"threshold_uncertainty_score":0.9998472,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388025362","doi":"10.3389/978-2-8325-3735-0","title":"Community series in mental health promotion and protection, volume II","year":2023,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Psychiatric care and mental health services","field":"Psychology","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":"Canadian Institutes of Health Research; Gannan Medical University; National Research Foundation of Korea; National Social Science Fund of China; Guangzhou Municipal Science and Technology Project; Ministry of Science, ICT and Future Planning; National Natural Science Foundation of China; National Research Foundation; Government of Jiangsu Province; Public Health Agency; Public Health Agency of Canada","keywords":"Series (stratigraphy); Mental health; Volume (thermodynamics); Promotion (chess); Psychology; Political science; Psychiatry; Law; Physics; Geology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1299898034635285,"gpt":0.4282112751668795,"spread":0.2982214717033509,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002206117,0.0002080177,0.0004065015,0.0006446881,0.001089115,0.00004262816,0.0003123224,0.0004065446,0.0001123404],"category_scores_gemma":[0.00001344794,0.0002236968,0.00005204173,0.0003780374,0.0002173193,0.000121896,0.0003745234,0.002356351,0.00008859364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001134704,"about_ca_system_score_gemma":0.00063797,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00805638,"about_ca_topic_score_gemma":0.01352285,"domain_scores_codex":[0.9968394,0.001133239,0.0004304966,0.000394271,0.000494539,0.0007080277],"domain_scores_gemma":[0.9990489,0.00000490878,0.0001341313,0.0004914447,0.0001055905,0.0002150014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00012573,0.0001888747,0.0002258352,0.0008586078,0.0000366626,0.000007374551,0.01997928,5.491687e-8,3.736615e-7,0.0005451986,0.9374065,0.04062546],"study_design_scores_gemma":[0.0004451807,0.001833495,0.004113063,0.000262938,0.000003167867,0.00001029301,0.009168374,0.000009679664,4.307633e-7,0.009359473,0.9746335,0.000160418],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01268421,0.02299983,0.0001025189,0.5045204,0.02491855,0.01494244,0.001062225,0.0006081211,0.4181617],"genre_scores_gemma":[0.00008257075,0.001204348,0.0001405448,0.0001404599,0.0005700297,0.0003198383,0.0004014197,0.00005096576,0.9970898],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5789281,"threshold_uncertainty_score":0.9999452,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392550652","doi":"10.3389/978-2-8325-4583-6","title":"Advancements and Challenges in Implementation Science: 2022","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Complex Systems and Decision Making","field":"Decision Sciences","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":"National Institute for Health Research Applied Research Collaboration South London; Forskningsrådet om Hälsa, Arbetsliv och Välfärd; Economic and Social Research Council; Agency for Healthcare Research and Quality; National Institutes of Health; National Institute of Mental Health; Vetenskapsrådet; King's Health Partners; Canadian Institutes of Health Research; National Institute for Health and Care Research; Government of the United Kingdom; King's College London; King's College Hospital NHS Foundation Trust; South London and Maudsley NHS Foundation Trust","keywords":"Computer science; Engineering ethics; Political science; Management science; Engineering","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.5243089542479463,"gpt":0.563008378125389,"spread":0.03869942387744263,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01548443,0.0002254967,0.000520081,0.003893301,0.0003640403,0.001127634,0.001389432,0.0001733329,0.0004158252],"category_scores_gemma":[0.001488657,0.0001807841,0.00008371391,0.001368905,0.000581956,0.000462612,0.001544685,0.0008928818,0.0002296111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008424827,"about_ca_system_score_gemma":0.001284298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002616432,"about_ca_topic_score_gemma":0.0003167855,"domain_scores_codex":[0.9900271,0.0003211694,0.0009420735,0.001408545,0.006580109,0.0007210472],"domain_scores_gemma":[0.9977139,0.0002215186,0.0001636921,0.0009256253,0.0007566835,0.0002185513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008663069,0.000006496035,0.0001800298,0.00004106062,0.000007001879,0.00003771517,0.0006027367,0.000001327167,0.00000432051,0.02946143,0.5459344,0.4237148],"study_design_scores_gemma":[0.0001434003,0.0000573672,0.000660501,0.00009471494,0.000002013187,0.000002195293,0.002881751,0.000359411,0.000002174526,0.3295281,0.6661521,0.0001162575],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003535968,0.2858392,0.0006804104,0.01026929,0.005817622,0.001652598,0.00009476209,0.00004719177,0.6952453],"genre_scores_gemma":[0.0003988876,0.005373776,0.0009722969,0.00002415741,0.0005517777,0.00005583015,0.000006106591,0.00002803115,0.9925891],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4235986,"threshold_uncertainty_score":0.9999093,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386527721","doi":"10.3389/978-2-8325-3331-4","title":"Early social experience: Impact on early and later social-cognitive development","year":2023,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Early Childhood Education and Development","field":"Social Sciences","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":"National Institute of Environmental Health Sciences; Office of Behavioral and Social Sciences Research; National Institute on Drug Abuse; National Institute of Mental Health; Economic and Social Research Council; Institute of Education Sciences; Canada Research Chairs; National Institutes of Health; Universität Zürich; Foundation for Research in Science and the Humanities; Research Nova Scotia; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Agence Nationale de la Recherche; Canadian Institutes of Health Research; Leverhulme Trust","keywords":"Psychology; Social impact; Social change; Developmental psychology; Sociology; Political science; Demography","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.09601538862619453,"gpt":0.4270104339347006,"spread":0.3309950453085061,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001540211,0.0003335678,0.0004357081,0.0006083436,0.002946788,0.0006127941,0.0004593381,0.0006775458,0.0002921548],"category_scores_gemma":[0.0003120003,0.0003160738,0.0001456164,0.000422765,0.0009954298,0.0002032673,0.0002225491,0.001222657,0.0005665623],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001667699,"about_ca_system_score_gemma":0.005996357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00039273,"about_ca_topic_score_gemma":0.0001322433,"domain_scores_codex":[0.9953084,0.0004653502,0.0003695734,0.0006519921,0.002096649,0.001108018],"domain_scores_gemma":[0.9987015,0.00008896806,0.0001252427,0.0001391775,0.0005655987,0.0003795851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004302481,0.00003775247,0.002883856,0.00002059465,0.0001562901,0.00001805701,0.3845413,3.153665e-8,2.965697e-7,0.001890073,0.5652032,0.0452054],"study_design_scores_gemma":[0.0002628625,0.00008672465,0.2977445,0.00009750325,0.000009768577,1.383022e-7,0.01044808,2.634226e-7,0.000006826758,0.005534068,0.6853993,0.0004100207],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2751078,0.0004932124,0.00004027164,0.01473065,0.002850575,0.002114627,0.00009521383,0.0003320294,0.7042357],"genre_scores_gemma":[0.01146428,0.000212293,0.0002076956,0.0001495171,0.002423778,0.0001320889,0.0000850865,0.00006774186,0.9852575],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3740933,"threshold_uncertainty_score":0.9999291,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400061721","doi":"10.3389/978-2-8325-5086-1","title":"Day-Care for Healthy Child Development and Wider Social and Economic Gain in Urban Areas in Low- and Middle Income Countries","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"School Health and Nursing Education","field":"Health Professions","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":"Medical Research Council; UK Research and Innovation; Aga Khan Foundation Canada; Aga Khan Foundation; Impact Fund","keywords":"Low and middle income countries; Middle income; Economic growth; Geography; Development economics; Psychology; Socioeconomics; Economics; Demographic economics; Developing country","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.08822549418743433,"gpt":0.442201419443209,"spread":0.3539759252557746,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002057885,0.0002157807,0.0004895781,0.0007589221,0.0009574037,0.00006037334,0.0001210852,0.0006373422,0.00001372475],"category_scores_gemma":[0.0001960423,0.0002243413,0.00002095925,0.00009169943,0.0002146491,0.00009907918,0.0001375144,0.001792156,0.00001240391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003314979,"about_ca_system_score_gemma":0.005370495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003388889,"about_ca_topic_score_gemma":0.005363073,"domain_scores_codex":[0.997364,0.0004059758,0.0006116802,0.000545565,0.0002354635,0.0008373006],"domain_scores_gemma":[0.9991161,0.0002163819,0.0001057732,0.0001625623,0.0001198773,0.0002793001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005460563,0.00002803245,0.1265537,0.03016952,0.00003307482,0.00000771728,0.09555309,2.873697e-7,1.681453e-8,0.003192896,0.7345461,0.009369497],"study_design_scores_gemma":[0.00104033,0.0001023168,0.0822527,0.005377565,0.00000741548,6.654619e-7,0.00773621,0.00005482758,4.197546e-7,0.005144507,0.8980646,0.0002184557],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.3918802,0.268179,0.00008724609,0.2364472,0.0164118,0.02196015,0.001079896,0.0001828437,0.06377169],"genre_scores_gemma":[0.01198281,0.01162128,0.003925521,0.002566573,0.007420474,0.003149182,0.001305286,0.0002848679,0.957744],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8939723,"threshold_uncertainty_score":0.9527028,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403686604","doi":"10.3389/978-2-8325-5597-2","title":"On Poverty and Its Eradication","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Political Economy and Marxism","field":"Social Sciences","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":"National Social Science Fund of China; Minjiang University; York University","keywords":"Poverty; Political science","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0771137872588418,"gpt":0.391530306100154,"spread":0.3144165188413123,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001018408,0.0001016353,0.0001690981,0.0002153982,0.0003825075,0.0001657476,0.0002580297,0.0003874947,0.0002401104],"category_scores_gemma":[0.0006621429,0.00009767758,0.00005268218,0.00007928626,0.0003510037,0.00009459492,0.00009925491,0.0009034171,0.0004479714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000707132,"about_ca_system_score_gemma":0.001104711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008777896,"about_ca_topic_score_gemma":0.00007236564,"domain_scores_codex":[0.9983584,0.0001907713,0.0001270859,0.0003224734,0.0005262308,0.0004750077],"domain_scores_gemma":[0.9993635,0.00007060644,0.0000210252,0.0001641079,0.00009655453,0.00028425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002496578,0.000003770582,6.19291e-7,0.00002681959,0.00001156331,0.000004690325,0.0002885013,2.523618e-8,5.052706e-8,0.4806691,0.5123785,0.006613894],"study_design_scores_gemma":[0.0000281606,0.00002655873,0.000005425096,0.00004240056,0.000004925095,7.755132e-8,0.00005663613,0.00003246894,0.000001223513,0.368963,0.6307745,0.00006464949],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001014415,0.003477171,0.00003320679,0.04935133,0.0009260885,0.0003156001,0.00003887352,0.00004265779,0.945805],"genre_scores_gemma":[0.00009371543,0.001906378,0.00006437863,0.000650433,0.001394694,0.00002270115,0.00002148583,0.00001547404,0.9958307],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.118396,"threshold_uncertainty_score":0.5757915,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387984602","doi":"10.3389/978-2-8325-3726-8","title":"The Role of the human dimension in promoting education for sustainable development at the regional level","year":2023,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Educational Challenges and Innovations","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"London South Bank University; Imperial College London; University of Regina; Japan Society for the Promotion of Science; Univerzita Karlova v Praze","keywords":"Dimension (graph theory); Sustainable development; Human Dimension; Geography; Regional science; Political science; Mathematics","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1286974905713549,"gpt":0.3752400639326419,"spread":0.246542573361287,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00218671,0.0001048686,0.0001118108,0.0001750719,0.001662765,0.0001136065,0.0014072,0.0001062113,0.000001733278],"category_scores_gemma":[0.0003190532,0.00005960144,0.00005903669,0.0004502471,0.0001873196,0.0001060367,0.0008330042,0.0004568965,0.000003238659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001044039,"about_ca_system_score_gemma":0.004371607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004347253,"about_ca_topic_score_gemma":0.000191891,"domain_scores_codex":[0.9981523,0.0001378359,0.000320263,0.0002770332,0.0007289845,0.0003836007],"domain_scores_gemma":[0.9979272,0.0001577603,0.000155792,0.0006225148,0.001106578,0.00003009172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000177392,0.00003029781,0.00008093788,0.00005609022,0.00001415468,1.378933e-7,0.002345721,0.000005391852,0.000007665847,0.4655618,0.5160181,0.01587791],"study_design_scores_gemma":[0.00004360982,0.00001659638,0.002202634,0.00008313132,0.000001281784,3.381421e-7,0.002272844,0.0002728776,0.00009075381,0.2058799,0.7890776,0.00005845603],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.00767618,0.02513937,0.005997805,0.6752803,0.006116531,0.01512589,0.00003504618,0.0001390609,0.2644898],"genre_scores_gemma":[0.0002307362,0.00009206885,0.002252071,0.00005141285,0.0002863843,0.0004301438,0.0000452466,0.00001598876,0.9965959],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7321061,"threshold_uncertainty_score":0.9996369,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396524865","doi":"10.3389/978-2-8325-4862-2","title":"Women in Biogeochemical Dynamics Research: 2022","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Health and Medical Education","field":"Health Professions","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":"Erasmus+; Comisión Nacional de Investigación Científica y Tecnológica; Natural Sciences and Engineering Research Council of Canada; Agencia Estatal de Investigación; Fundação para a Ciência e a Tecnologia; Rhode Island Sea Grant, University of Rhode Island; Agencia Nacional de Investigación y Desarrollo; Fundación General CSIC; Fondo Nacional de Desarrollo Científico y Tecnológico; Linnéuniversitetet; Ministerio de Ciencia e Innovación; National Oceanic and Atmospheric Administration; Ministère de l'Education Nationale, de l'Enseignement Superieur et de la Recherche; Khalifa University of Science, Technology and Research; European Regional Development Fund; European Commission; Svenska Forskningsrådet Formas; Strong; Ministerio de Ciencia, Tecnología, Conocimiento e Innovación; Vetenskapsrådet; Fondo de Fomento al Desarrollo Científico y Tecnológico; National Science Foundation","keywords":"Biogeochemical cycle; Dynamics (music); Environmental science; Chemistry; Psychology; Environmental chemistry","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.2662701640220549,"gpt":0.5669594332061061,"spread":0.3006892691840511,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.02102508,0.0002794685,0.000701628,0.002263392,0.0007657594,0.00004179568,0.0008902826,0.002123243,0.001860854],"category_scores_gemma":[0.008796937,0.0002630305,0.00009673773,0.001290292,0.0007389036,0.00008089415,0.000820065,0.01994857,0.002938032],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.0232477,"about_ca_system_score_gemma":0.0305654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007411002,"about_ca_topic_score_gemma":0.0006075201,"domain_scores_codex":[0.98838,0.002970782,0.001009542,0.0009185367,0.002710596,0.004010554],"domain_scores_gemma":[0.9957554,0.0006333098,0.00008879331,0.00090978,0.0008984933,0.001714265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006919137,0.00006588722,0.0006157621,0.002571988,0.00002478939,0.00008044622,0.006020856,5.582505e-8,0.000001251938,0.007245918,0.9569636,0.02634026],"study_design_scores_gemma":[0.0002645145,0.0001163472,0.0001131229,0.001102604,0.000003454674,4.335827e-7,0.007701552,0.000332707,6.279515e-7,0.1409877,0.8492068,0.0001701865],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001009644,0.007132486,0.00002626972,0.1005059,0.008055255,0.003082668,0.0004857996,0.0001119488,0.87959],"genre_scores_gemma":[0.00002664218,0.003177943,0.0002592035,0.000542679,0.005046487,0.001544318,0.001372942,0.0001039683,0.9879258],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1337418,"threshold_uncertainty_score":0.9999822,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4398777121","doi":"10.3389/978-2-8325-4903-2","title":"Multidisciplinary Approach in Health: New Strategies from the Perspective of Education, Management, Culture and Gender","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","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":"Fonds de Recherche du Québec - Santé; National Natural Science Foundation of China; Kunming Medical University; Canadian Institutes of Health Research; Japan International Cooperation Agency; Natural Sciences and Engineering Research Council of Canada; European Commission","keywords":"Multidisciplinary approach; Perspective (graphical); Sociology; Engineering ethics; Psychology; Environmental ethics; Social science; Engineering; Computer science; Philosophy; Artificial intelligence","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1774091276928345,"gpt":0.4871500047751188,"spread":0.3097408770822843,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002764101,0.0002124101,0.000395942,0.0008133369,0.0002570089,0.0006413237,0.001120566,0.000219603,0.0001402416],"category_scores_gemma":[0.0002471684,0.0001339118,0.00009019952,0.00107567,0.0004797775,0.0002744824,0.0009646078,0.001096357,0.00006150333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006225029,"about_ca_system_score_gemma":0.004621353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003103956,"about_ca_topic_score_gemma":0.0006088203,"domain_scores_codex":[0.9953375,0.0007232025,0.0005761113,0.0008413877,0.002104757,0.0004169738],"domain_scores_gemma":[0.9980249,0.0001099972,0.000158977,0.0007762499,0.0007398821,0.0001900238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005141024,0.00004839972,0.0001227284,0.0000949661,0.0000695022,0.000006380366,0.01441098,0.00001018427,6.413686e-7,0.1739842,0.8017606,0.009439971],"study_design_scores_gemma":[0.0001034452,0.00007472113,0.001064622,0.0001018867,0.000004949543,5.92255e-7,0.1160499,0.0003110275,3.870077e-7,0.5739363,0.3082745,0.0000776013],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003235552,0.03784275,0.003238625,0.01732519,0.0005203253,0.0013561,0.0001047288,0.00001599426,0.9395639],"genre_scores_gemma":[0.0003371246,0.0008514696,0.005173583,0.00002570825,0.0007184767,0.00005911978,0.00007360103,0.00003320708,0.9927277],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4934861,"threshold_uncertainty_score":0.8198082,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7108069374","doi":"10.3389/978-2-8325-7133-0","title":"Sexuality Education that Prioritizes Sexual Well-Being: Initiatives and Impact","year":2025,"lang":"","type":"book","venue":"Frontiers research topics","topic":"Adolescent Sexual and Reproductive Health","field":"Health Professions","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":"Vancouver Coastal Health Research Institute; Curtin University of Technology; University of Pretoria; Social Sciences and Humanities Research Council of Canada; National Research Foundation; Healthway; Australian Government","keywords":"Human sexuality; Work (physics); Sexuality education; Sex education; Context (archaeology)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1724420607255674,"gpt":0.5213628358347969,"spread":0.3489207751092295,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.007740431,0.001154391,0.001940231,0.001760444,0.00527356,0.0002257941,0.000998188,0.00236753,0.0005936089],"category_scores_gemma":[0.002826429,0.0010146,0.0002207465,0.0009709591,0.002537575,0.0008100496,0.001776497,0.01056898,0.0001673985],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004128175,"about_ca_system_score_gemma":0.0334722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008942292,"about_ca_topic_score_gemma":0.00005817505,"domain_scores_codex":[0.9806747,0.009588375,0.001679155,0.0028114,0.002260652,0.002985682],"domain_scores_gemma":[0.9926218,0.000628549,0.0007916506,0.00197265,0.002528133,0.001457235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006142275,0.0012241,0.1154108,0.01543393,0.0004874212,0.000017372,0.01926515,7.502464e-7,0.000009537704,0.009566562,0.7843852,0.05358496],"study_design_scores_gemma":[0.001063677,0.001032221,0.133683,0.002811973,0.0001127932,0.000004429915,0.05893444,0.00006141222,0.0000181479,0.02988991,0.7714577,0.0009303304],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04049894,0.05843042,0.002568099,0.1177294,0.03338505,0.02382554,0.0009674908,0.0004226764,0.7221724],"genre_scores_gemma":[0.005331954,0.01464067,0.001111704,0.0007258403,0.008177752,0.0002824353,0.0006961957,0.0001297344,0.9689037],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2467313,"threshold_uncertainty_score":0.9996948,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393004768","doi":"10.3389/978-2-8325-4656-7","title":"Neurological and Neuropsychiatric Disorders Affecting Military Personnel and Veterans","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Fibromyalgia and Chronic Fatigue Syndrome Research","field":"Medicine","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":"National Institutes of Health; Health Services Research and Development; U.S. Army Medical Research and Development Command; National Center for Advancing Translational Sciences; Multiple Sclerosis Society of Canada; National Center for Research Resources; U.S. Army Medical Research Acquisition Activity; Office of Research and Development; National Multiple Sclerosis Society; U.S. Department of Veterans Affairs; Office of Rural Health; U.S. Department of Defense","keywords":"Military personnel; Psychiatry; Psychology; Medicine; Political science","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.03266631754833583,"gpt":0.3214326832475812,"spread":0.2887663656992454,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0008027409,0.0003694619,0.0006155013,0.0007766532,0.0003338065,0.00009098425,0.0002153162,0.000555448,0.00008595984],"category_scores_gemma":[0.0004067387,0.0003109402,0.0001768033,0.0003049007,0.0008764958,0.00006908115,0.0004267189,0.003593029,0.00004067132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001854847,"about_ca_system_score_gemma":0.0006489223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006344813,"about_ca_topic_score_gemma":0.000007617773,"domain_scores_codex":[0.9964131,0.0003359942,0.000287645,0.001020133,0.001038343,0.000904787],"domain_scores_gemma":[0.9987853,0.0001311243,0.000024237,0.0004756649,0.000104764,0.0004788676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003261439,0.00009472388,0.003984946,0.01686618,0.0003493919,0.001148818,0.001594088,9.172481e-7,0.00002921147,0.0003554123,0.9253358,0.04991438],"study_design_scores_gemma":[0.002405543,0.00895502,0.02441867,0.002871159,0.0004338142,0.0007545868,0.001585161,0.007474572,0.000002312532,0.01029633,0.9397786,0.001024242],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.2273852,0.5278396,0.0001831865,0.07786548,0.00354097,0.005766371,0.0001711734,0.0005098396,0.1567382],"genre_scores_gemma":[0.003538186,0.02545236,0.001221314,0.00004557189,0.000651697,0.00004669309,0.00008076915,0.0001503226,0.9688131],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8120749,"threshold_uncertainty_score":0.9999343,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387479068","doi":"10.3389/978-2-8325-3573-8","title":"Language Acquisition in Diverse Linguistic, Social and Cognitive Circumstances, volume II","year":2023,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Linguistics, Language Diversity, and Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Department of Education of Guangdong Province; Norges Forskningsråd; Ministerio de Economía y Competitividad; Universiti Kebangsaan Malaysia; Hong Kong Polytechnic University; Universiti Sains Malaysia; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Universiteit Utrecht","keywords":"Linguistics; Volume (thermodynamics); Cognition; Psychology; Cognitive science; Computer science; Sociology; Philosophy; Neuroscience","authors":[{"name":"Maria Garraffa","is_ca":false},{"name":"Gary Morgan","is_ca":false},{"name":"Theodoros Marinis","is_ca":false},{"name":"Maria Teresa Guasti","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07042200121006331,"gpt":0.3222522920176941,"spread":0.2518302908076308,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006172759,0.0002337526,0.0004183286,0.0006081987,0.001071798,0.0003381722,0.0002920443,0.0002644073,0.00068952],"category_scores_gemma":[0.003817138,0.0002634946,0.0001036943,0.00007129594,0.0009639337,0.0001189887,0.0005431226,0.0009309694,0.0001835765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003993174,"about_ca_system_score_gemma":0.0002497968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001479929,"about_ca_topic_score_gemma":0.00531559,"domain_scores_codex":[0.9978483,0.0001514217,0.0002567387,0.0004753607,0.0007169044,0.000551262],"domain_scores_gemma":[0.9978274,0.00002871739,0.0000989148,0.0001621712,0.001772854,0.0001099911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000392025,0.00003936053,0.0006110346,0.0002442272,0.00008964004,0.00036093,0.1480998,5.097996e-8,8.367351e-8,0.00674969,0.8417996,0.001966372],"study_design_scores_gemma":[0.0006739387,0.0001115958,0.0008615472,0.0002760582,0.0001054096,1.400298e-7,0.08401214,0.0000539782,0.000001069895,0.02026722,0.8932042,0.0004326899],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01217252,0.00904974,0.00008149369,0.0008912702,0.04237566,0.001762026,0.005336065,0.0003618876,0.9279693],"genre_scores_gemma":[0.002732533,0.0002466001,0.00002586092,0.00006831228,0.03257803,0.00001245386,0.0006622311,0.00004364612,0.9636303],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06408763,"threshold_uncertainty_score":0.9999817,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414250442","doi":"10.3389/978-2-8325-6719-7","title":"Gender-Intentional Breeding Case Studies","year":2025,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Animal Genetics and Reproduction","field":"Biochemistry, Genetics and Molecular Biology","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":"Consortium of International Agricultural Research Centers; Centre de Coopération Internationale en Recherche Agronomique pour le Développement; Foundation for Food and Agriculture Research; Global Affairs Canada; Irish Aid; Bill and Melinda Gates Foundation; United States Agency for International Development","keywords":"Publishing; Point (geometry); Scholarly communication; Set (abstract data type); Scholarship; Best practice; Selection (genetic algorithm)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.111845648047646,"gpt":0.389379361126794,"spread":0.277533713079148,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00064636,0.0002150589,0.0002560454,0.0002243417,0.0003395861,0.00004874752,0.0002522105,0.0004432083,0.00001775686],"category_scores_gemma":[0.0003309685,0.0002053771,0.0001776794,0.00009013879,0.0003575605,0.000002414497,0.0005341037,0.0005503046,0.00001157399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001679517,"about_ca_system_score_gemma":0.0006884408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005066257,"about_ca_topic_score_gemma":0.00001092268,"domain_scores_codex":[0.9981303,0.00009924309,0.0002497794,0.0007046581,0.0004214135,0.0003945836],"domain_scores_gemma":[0.9984593,0.000004798849,0.00006620738,0.0004818702,0.0008973356,0.00009045008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003821014,0.00002044626,0.00004775962,0.000191739,0.0004725518,0.0002218271,0.00004515048,0.000008067594,0.001231511,0.001119598,0.9900215,0.006581679],"study_design_scores_gemma":[0.0001429583,0.0002370809,0.00001451752,0.0000487931,0.00003940003,0.00014987,0.000386673,0.00002613284,0.0008527656,0.004243408,0.993657,0.0002013895],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002974076,0.1642391,0.008079948,0.005299699,0.009433751,0.001766983,0.0002649816,0.0000649224,0.8078765],"genre_scores_gemma":[0.0004450437,0.005938047,0.001585957,0.00004961895,0.003391019,0.00003177664,0.0002418429,0.00002975356,0.9882869],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1804104,"threshold_uncertainty_score":0.8375036,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4394966248","doi":"10.3389/978-2-8325-4815-8","title":"Developing Strategies to Improve Diabetes Management in College-Going Young Adults","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Diabetes Management and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Kelowna General Hospital","funders":"Stanford Maternal and Child Health Research Institute; Shantou University Medical College; Shantou University; Natural Science Foundation of Jiangxi Province; Vetenskapsrådet; National Natural Science Foundation of China; Stanford Diabetes Research Center; Università degli Studi di Sassari; Basic and Applied Basic Research Foundation of Guangdong Province; Steno Diabetes Center Copenhagen; Danmarks Tekniske Universitet; Novo Nordisk; International Society for Pediatric and Adolescent Diabetes; Leona M. and Harry B. Helmsley Charitable Trust","keywords":"Diabetes management; Diabetes mellitus; Business; Gerontology; Medicine; Type 2 diabetes","authors":[{"name":"Mridusmita Saikia","is_ca":false},{"name":"Zohra S Lassi","is_ca":false},{"name":"Anthony L. McCall","is_ca":false},{"name":"Francisco Alejandro Lagunas‐Rangel","is_ca":false},{"name":"Daniil S. Koshelev","is_ca":false},{"name":"Andrej Nedorubov","is_ca":false},{"name":"Liudmila Kosheleva","is_ca":false},{"name":"В. М. Трухан","is_ca":false},{"name":"Alexander Rabinovitch","is_ca":true},{"name":"Helgi B. Schiöth","is_ca":false},{"name":"Shmuel Levit","is_ca":false},{"name":"Paul Dupenloup","is_ca":false},{"name":"Ryan Pei","is_ca":false},{"name":"Annie Chang","is_ca":false},{"name":"Michael C. Gao","is_ca":false},{"name":"Priya Prahalad","is_ca":false},{"name":"Ramesh Johari","is_ca":false},{"name":"Kevin A. Schulman","is_ca":false},{"name":"Ananta Addala","is_ca":false},{"name":"Dessi P. Zaharieva","is_ca":false},{"name":"David M. Maahs","is_ca":false},{"name":"David Scheinker","is_ca":false},{"name":"Xiangqian Li","is_ca":false},{"name":"Lina Wang","is_ca":false},{"name":"Gang Meng","is_ca":false},{"name":"Xiaoling Chen","is_ca":false},{"name":"Shushu Yang","is_ca":false},{"name":"Mengjun Zhang","is_ca":false},{"name":"Zhengni Zheng","is_ca":false},{"name":"Jie Zhou","is_ca":false},{"name":"Zhu Lan","is_ca":false},{"name":"Yuzhang Wu","is_ca":false},{"name":"Guotai Sheng","is_ca":false},{"name":"Jiajun Qiu","is_ca":false},{"name":"Maobin Kuang","is_ca":false},{"name":"Nan Peng","is_ca":false},{"name":"Guobo Xie","is_ca":false},{"name":"Yuanqin Chen","is_ca":false},{"name":"Shuhua Zhang","is_ca":false},{"name":"Yang Zou","is_ca":false},{"name":"Emilie Bundgaard Lindkvist","is_ca":false},{"name":"Christian Laugesen","is_ca":false},{"name":"Asbjørn Thode Reenberg","is_ca":false},{"name":"Tobias Kasper","is_ca":false},{"name":"Skov Ritschel","is_ca":false},{"name":"Jannet Svensson","is_ca":false},{"name":"John Alexander Jorgensen","is_ca":false},{"name":"Kirsten Nørgaard","is_ca":false},{"name":"Ajenthen G. Ranjan","is_ca":false},{"name":"Wenping Liu","is_ca":false},{"name":"Ting Chen","is_ca":false},{"name":"Bingjin Liang","is_ca":false},{"name":"Yanran Wang","is_ca":false},{"name":"Haoyu Jin","is_ca":false},{"name":"Zhichao Chen","is_ca":false},{"name":"Jing Wang","is_ca":false},{"name":"Ciriaco Carru","is_ca":false},{"name":"Donatella Coradduzza","is_ca":false},{"name":"Zhi Li","is_ca":false},{"name":"Jing Liu","is_ca":false},{"name":"Xu Wang","is_ca":false},{"name":"Qiyao Li","is_ca":false},{"name":"Chengyu Piao","is_ca":false},{"name":"Zuowang Fan","is_ca":false},{"name":"Yao Zhang","is_ca":false},{"name":"Saisai Yang","is_ca":false},{"name":"Xiuhong Wu","is_ca":false},{"name":"Eulalia Catamo","is_ca":false},{"name":"Antonietta Robino","is_ca":false},{"name":"Klemen Dovč","is_ca":false},{"name":"Davide Tinti","is_ca":false},{"name":"Gianluca Tamaro","is_ca":false},{"name":"Riccardo Bonfanti","is_ca":false},{"name":"Roberto Franceschi","is_ca":false},{"name":"Ivana Rabbone","is_ca":false},{"name":"Tadej Battelino","is_ca":false},{"name":"Gianluca Tornese","is_ca":false},{"name":"Margaret West","is_ca":false},{"name":"Aniket Sidhaye","is_ca":false},{"name":"Meredith Thivierge","is_ca":false},{"name":"Risa M. Wolf","is_ca":false},{"name":"Sally Radovick","is_ca":false},{"name":"Habib Yaribeygi","is_ca":false},{"name":"Gian Sorice","is_ca":false},{"name":"Laura Marroquí","is_ca":false},{"name":"Miguel Herna ́ndez","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03728405710558879,"gpt":0.3472301730879567,"spread":0.3099461159823679,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009917701,0.0003125766,0.0004996266,0.001864539,0.0001046217,0.0002732047,0.0003603281,0.0002517395,0.00004422563],"category_scores_gemma":[0.00009954761,0.0003144245,0.0001042617,0.0006870565,0.00008879074,0.000175149,0.0004802891,0.0009557517,0.0003453017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002258861,"about_ca_system_score_gemma":0.001018294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001927645,"about_ca_topic_score_gemma":0.00006404895,"domain_scores_codex":[0.9968477,0.00006482556,0.0004375787,0.0007415736,0.0009625718,0.000945713],"domain_scores_gemma":[0.9989935,0.0000185546,0.00005117293,0.0005155792,0.0002233882,0.000197835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005975636,0.00004022384,0.0007948885,0.004547065,0.0003315585,0.0001447764,0.0007699183,0.000002407488,0.000004060132,0.01726936,0.9284828,0.04755324],"study_design_scores_gemma":[0.0005171644,0.0002316631,0.002211104,0.003557879,0.00009796499,2.685746e-7,0.003656851,0.0004472504,0.0000319658,0.02102464,0.9678683,0.0003549078],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004007847,0.003281999,0.0002845399,0.01584802,0.004330434,0.003913309,0.00003338285,0.0001336729,0.9681668],"genre_scores_gemma":[0.0004626079,0.0004263961,0.008780597,0.0001830718,0.001043294,0.0004074948,0.0002225158,0.00008352681,0.9883905],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04719833,"threshold_uncertainty_score":0.9999308,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}