{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":34,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":34,"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":"660c0f990701","filters":{"venue":"Discover Applied Sciences"}},"results":[{"id":"W4399285245","doi":"10.1007/s42452-024-05994-z","title":"Evaluation of the support vector regression (SVR) and the random forest (RF) models accuracy for streamflow prediction under a data-scarce basin in Morocco","year":2024,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Hydrological Forecasting Using AI","field":"Environmental Science","cited_by":48,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Fondation OCP; Université Mohammed VI Polytechnique","keywords":"Random forest; Support vector machine; Streamflow; Regression; Decision tree; Predictive modelling; Structural basin; Artificial intelligence; Computer science; Data mining; Drainage basin; Machine learning; Geography; Statistics; Geology; Mathematics; Cartography; Geomorphology","authors":[{"name":"Bouchra Bargam","is_ca":false},{"name":"Abdelghani Boudhar","is_ca":false},{"name":"Christophe Kinnard","is_ca":true},{"name":"Hafsa Bouamri","is_ca":false},{"name":"Karima Nifa","is_ca":false},{"name":"Abdelghani Chehbouni","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08851451697431165,"gpt":0.3240920655958109,"spread":0.2355775486214992,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005493729,0.0001151004,0.0001458663,0.00003128351,0.0002599914,0.0001273418,0.0005558003,0.00004847729,0.0000637537],"category_scores_gemma":[0.0002871613,0.00005148242,0.00004107607,0.0004313514,0.001148935,0.0005343666,0.0003725047,0.0001052332,0.000003452993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008140343,"about_ca_system_score_gemma":0.00009861348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002471633,"about_ca_topic_score_gemma":0.0004398329,"domain_scores_codex":[0.9979537,0.0001410922,0.0002451541,0.0004904617,0.0009656773,0.000203928],"domain_scores_gemma":[0.9989641,0.000587764,0.00008697619,0.0003225566,0.00001027522,0.00002832558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002482216,0.00006504964,0.004518461,0.0000248562,0.00001558884,2.156529e-7,0.001585399,0.9652464,0.003604039,0.005467312,0.0006842044,0.01854025],"study_design_scores_gemma":[0.001128306,0.00003134858,0.008655299,0.00004736953,0.0000701772,0.000002107658,0.0001464994,0.9359487,0.0005736669,0.05324459,0.00008463537,0.00006733189],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885596,0.00007752037,0.005304854,0.001027575,0.0001660002,0.001158367,0.0000814482,0.0000202981,0.003604333],"genre_scores_gemma":[0.9994839,0.00001165108,0.0002250484,0.00008597726,0.00002797381,0.0001100866,0.00001786143,0.000006190377,0.00003129552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04777728,"threshold_uncertainty_score":0.4233299,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393256355","doi":"10.1007/s42452-024-05814-4","title":"Climate-resilience of dams and levees in Canada: a review","year":2024,"lang":"en","type":"review","venue":"Discover Applied Sciences","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Ministry of the Environment, Conservation and Parks; Government of Saskatchewan; Ministry of Environment; University of Saskatchewan; Ontario Power Generation; McGill University; National Research Council Canada; Western University","funders":"Infrastructure Canada; National Research Council Canada","keywords":"Resilience (materials science); Levee; Climate change; Environmental science; Geography; Environmental planning; Environmental resource management; Geology; Oceanography; Cartography","authors":[{"name":"M. R. Islam","is_ca":true},{"name":"Mohammad Fereshtehpour","is_ca":true},{"name":"Mohammad Reza Najafi","is_ca":true},{"name":"M. N. Khaliq","is_ca":true},{"name":"Amir Azam Khan","is_ca":true},{"name":"Laxmi Sushama","is_ca":true},{"name":"Van‐Thanh‐Van Nguyen","is_ca":true},{"name":"Amin Elshorbagy","is_ca":true},{"name":"René Roy","is_ca":false},{"name":"Anthony J. Wilson","is_ca":false},{"name":"John Perdikaris","is_ca":true},{"name":"M. B. Masud","is_ca":true},{"name":"Md. Shawquat Ali Khan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02332679445370963,"gpt":0.317155891167213,"spread":0.2938290967135034,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007207438,0.0002888661,0.0008930214,0.000078003,0.00007138998,0.00005063558,0.0006446753,0.00003864555,0.0001817769],"category_scores_gemma":[0.000008200516,0.0001839155,0.00007842003,0.0009750394,0.000461001,0.0001495488,0.0007851067,0.000162084,0.00005579415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003040396,"about_ca_system_score_gemma":0.0004694079,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2440661,"about_ca_topic_score_gemma":0.587665,"domain_scores_codex":[0.9977283,0.00004154712,0.0005379014,0.0006796357,0.0006463105,0.000366232],"domain_scores_gemma":[0.9994321,0.00005967404,0.0002060333,0.0002401728,0.000001434422,0.00006055791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[9.594811e-7,0.00003345463,0.0005681927,0.03748842,0.00001818509,0.00001503568,0.00005498609,0.00005560535,0.000001734235,0.00455187,0.007350464,0.9498611],"study_design_scores_gemma":[0.00007137205,0.0000318302,0.000509317,0.02884942,0.0005247201,0.000004125557,0.000244233,0.00007844248,0.000002714544,0.0002652602,0.9688646,0.0005539128],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001018149,0.9756983,0.000004261386,0.00004277034,0.0001155835,0.0008057008,0.00002978989,0.000007532778,0.02319428],"genre_scores_gemma":[0.001443369,0.9980634,0.000145066,0.0001012007,0.000008648709,0.0001249705,0.000007202983,0.00001062318,0.00009552044],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9615142,"threshold_uncertainty_score":0.7609677,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405516662","doi":"10.1007/s42452-024-06440-w","title":"Early diagnosis of Alzheimer’s disease and mild cognitive impairment using MRI analysis and machine learning algorithms","year":2024,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Johnson and Johnson Pharmaceutical Research and Development; National Institute on Aging; Canadian Institutes of Health Research; National Institutes of Health; Genentech; IXICO; H. Lundbeck A/S; Servier; Centre Hospitalier Universitaire Vaudois; Janssen Alzheimer Immunotherapy Research And Development; Northern California Institute for Research and Education; Université de Lausanne; Pfizer; Novartis Pharmaceuticals Corporation; Eisai; Alzheimer's Disease Neuroimaging Initiative; Meso Scale Diagnostics; BioClinica; Bristol-Myers Squibb; Eli Lilly and Company; Haute école Spécialisée de Suisse Occidentale; Biogen; Foundation for the National Institutes of Health","keywords":"Cognitive impairment; Disease; Algorithm; Cognition; Psychology; Machine learning; Artificial intelligence; Computer science; Medicine; Neuroscience; Internal medicine","authors":[{"name":"Helia Givian","is_ca":false},{"name":"Jean-Paul Calbimonte","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03942546856287834,"gpt":0.3437559958992385,"spread":0.3043305273363602,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005442507,0.0001542053,0.0002816277,0.0004786258,0.0002108785,0.0001897484,0.00005725296,0.00002655044,0.0001267457],"category_scores_gemma":[0.00002185552,0.0001129792,0.00009674805,0.001133558,0.0006869054,0.0001976573,0.0001352637,0.0001433626,0.000003520331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001573808,"about_ca_system_score_gemma":0.0001285119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002722734,"about_ca_topic_score_gemma":0.000009235182,"domain_scores_codex":[0.9983554,0.00004545175,0.000204894,0.0005063665,0.0006010467,0.0002867806],"domain_scores_gemma":[0.9994528,0.0001556633,0.00004759756,0.00006947482,0.00004701138,0.0002274609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001350848,0.0001538806,0.9843541,0.0001173431,0.001081779,0.00003864372,0.0008177683,0.00002504663,0.0006600838,0.0002424582,0.000008825383,0.01236503],"study_design_scores_gemma":[0.0007759517,0.0004577313,0.9568607,0.0002228778,0.004477082,0.000004043991,0.001356307,0.02821922,0.007176514,0.0002366179,0.00002894781,0.0001840627],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910272,0.005400762,0.001967878,0.0002038171,0.00002432743,0.0005086909,0.0000660091,0.00002528235,0.0007760709],"genre_scores_gemma":[0.9987683,0.000595998,0.0003771235,0.00006322353,0.00003127822,0.00006565079,0.00002523929,0.000009446655,0.00006371683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02819417,"threshold_uncertainty_score":0.4607159,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4394596458","doi":"10.1007/s42452-024-05837-x","title":"Assessing the influence of seasonal precipitation patterns on groundwater quality in the coal rich environment of Enugu, Nigeria","year":2024,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Groundwater and Isotope Geochemistry","field":"Earth and Planetary Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Manitoba Health","funders":"","keywords":"Coal; Precipitation; Groundwater; Environmental science; Seasonality; Quality (philosophy); Geography; Water resource management; Meteorology; Geology; Archaeology; Statistics; Mathematics","authors":[{"name":"Rosemary C. Nnaemeka-Okeke","is_ca":true},{"name":"Francis O. Okeke","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02119571957153052,"gpt":0.2744071768551388,"spread":0.2532114572836083,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001430068,0.00009928393,0.0001112343,0.0000359797,0.0001270732,0.0002624279,0.0004294179,0.00002989927,0.0001488997],"category_scores_gemma":[0.00001027391,0.00004784431,0.0000445552,0.0001988854,0.0003922786,0.000367964,0.00001908066,0.0001193112,0.00001885652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005842387,"about_ca_system_score_gemma":0.00005540347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006469276,"about_ca_topic_score_gemma":0.0002087128,"domain_scores_codex":[0.9985838,0.0001120043,0.0002554575,0.0002551993,0.0006077425,0.0001858224],"domain_scores_gemma":[0.999366,0.0003803901,0.00007229333,0.0001573084,0.000004982161,0.00001902403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001582903,0.00004874635,0.9658571,0.00007347974,0.00001073126,0.000001586511,0.005599557,0.02073712,0.00410538,0.0005803242,0.00001942389,0.002950679],"study_design_scores_gemma":[0.00005878204,0.00005168647,0.9904247,0.00003555467,0.000005595583,0.000001162567,0.003694635,0.0004517122,0.003655432,0.00145496,0.00009007657,0.00007569824],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957922,0.00007767672,0.0001681438,0.0001596847,0.00006969383,0.0001526337,0.0000324109,0.000004911632,0.003542704],"genre_scores_gemma":[0.9997641,0.00000830508,0.00003156352,0.0001158805,0.00003113844,0.00000627885,0.00002455121,0.000001299816,0.00001692571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02456756,"threshold_uncertainty_score":0.2530598,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392751765","doi":"10.1007/s42452-024-05763-y","title":"Analysis of the dynamics of anthrax epidemic model with delay","year":2024,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Bacillus and Francisella bacterial research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Trent University","funders":"","keywords":"Dynamics (music); Epidemic model; Coronavirus disease 2019 (COVID-19); Computer science; Geography; Medicine; Psychology; Environmental health; Infectious disease (medical specialty); Internal medicine","authors":[{"name":"Ali Raza","is_ca":false},{"name":"Kenzu Abdella","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01373125193462465,"gpt":0.2811912150283659,"spread":0.2674599630937412,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003382358,0.00006759847,0.0001357091,0.00006718519,0.00005762903,0.00002413938,0.000311527,0.00004224567,0.0000118014],"category_scores_gemma":[0.00001150037,0.00003567159,0.0000931607,0.0008034969,0.0006231169,0.00000408303,0.0000953381,0.0000451963,4.99626e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007314133,"about_ca_system_score_gemma":0.0001946313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003680848,"about_ca_topic_score_gemma":0.0002540887,"domain_scores_codex":[0.9992412,0.00001439498,0.0001369259,0.0002376487,0.0002326572,0.0001372127],"domain_scores_gemma":[0.9996775,0.0000181149,0.00004351975,0.0002082792,0.00002936811,0.00002320871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009574294,0.00004524469,0.009279007,0.00006710085,0.0004384708,4.070141e-7,0.0001891885,0.08958447,0.8596545,0.03751272,0.0001035457,0.003029617],"study_design_scores_gemma":[0.0001799443,0.0001692907,0.004154612,0.00003470386,0.0003427,0.000001525146,0.0002963709,0.816715,0.176502,0.001160152,0.0002351759,0.0002085163],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727188,0.0002499878,0.02130435,0.00008094996,0.00003855203,0.00008729099,0.0001070157,0.000002242407,0.00541078],"genre_scores_gemma":[0.9994591,0.00007297542,0.0002032096,0.00002084162,0.00001400842,0.00000574109,0.00001813319,0.000004215698,0.0002017278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7271305,"threshold_uncertainty_score":0.22959,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409203840","doi":"10.1007/s42452-025-06821-9","title":"In silico profiling of neem limonoids and gut microbiome metabolites for Alzheimer’s therapeutics: targeted inhibition of BACE1 and elucidation of intricate molecular crosstalk with tau oligomers, and bacterial gingipains","year":2025,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Ethnobotanical and Medicinal Plants Studies","field":"Agricultural and Biological Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"University of Zululand","keywords":"Crosstalk; In silico; Microbiome; Computational biology; Gut microbiome; Profiling (computer programming); Biology; Chemistry; Pharmacology; Biochemistry; Bioinformatics; Gene; Computer science","authors":[{"name":"Oluwaseun E. Agboola","is_ca":false},{"name":"Zainab A. Ayinla","is_ca":true},{"name":"Samuel S. Agboola","is_ca":false},{"name":"Esther Y. Omolayo","is_ca":false},{"name":"Abimbola Fadugba","is_ca":false},{"name":"Othuke B. Odeghe","is_ca":false},{"name":"Oluranti E. Olaiya","is_ca":false},{"name":"Babatunji Emmanuel Oyinloye","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01891242609852945,"gpt":0.2595697692936719,"spread":0.2406573431951424,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003122559,0.00009063665,0.0002403151,0.00003978663,0.00007742654,0.00002130011,0.00005755795,0.0000396653,0.000001895828],"category_scores_gemma":[0.00001888375,0.00003660281,0.00001672089,0.0003804462,0.000686036,0.0001083246,0.00005469574,0.0000348345,2.136027e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002937619,"about_ca_system_score_gemma":0.00001524849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001073908,"about_ca_topic_score_gemma":0.00007052445,"domain_scores_codex":[0.9993166,0.00001976021,0.0002204371,0.0002169075,0.00009671468,0.0001295612],"domain_scores_gemma":[0.999618,0.0001795474,0.0001204682,0.00002298828,0.0000382189,0.00002081233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001517729,0.00003716319,0.003439825,0.00005086639,0.00002852343,1.157911e-7,0.0003400976,0.000004178259,0.9901634,0.002201451,0.000001879915,0.003580653],"study_design_scores_gemma":[0.0004258252,0.0002900776,0.03642737,0.00006491946,0.0000581513,5.064872e-7,0.002900069,0.00005889152,0.9581873,0.001439419,0.0000612367,0.00008624289],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973018,0.001827281,0.00004505459,0.0003371317,0.00001810185,0.0003258001,0.00006746054,0.000003473394,0.00007391521],"genre_scores_gemma":[0.9990939,0.0002201905,0.0005863617,0.00005411394,0.000009851926,0.00001491923,0.0000164949,5.003899e-7,0.000003604106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03298754,"threshold_uncertainty_score":0.2527728,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404671879","doi":"10.1007/s42452-024-06289-z","title":"Eco-friendly pyridine-derivatives for corrosion inhibition of carbon steel during acidic treatments: mechanistic insights from electrochemical, surface, and computational studies","year":2024,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"Qatar University","keywords":"Corrosion; Carbon steel; Electrochemistry; Pyridine; Environmentally friendly; Chemistry; Materials science; Metallurgy; Organic chemistry; Physical chemistry; Biology; Electrode","authors":[{"name":"Rem Jalab","is_ca":true},{"name":"Alankaa Al-Harbi","is_ca":false},{"name":"Najamus Sahar Riyaz","is_ca":false},{"name":"Mohanad Shkoor","is_ca":false},{"name":"Mazen Khaled","is_ca":false},{"name":"Abdulilah Dawoud Bani‐Yaseen","is_ca":false},{"name":"Mohammed Saad","is_ca":false},{"name":"Ibnelwaleed A. Hussein","is_ca":false},{"name":"Ming Wah Wong","is_ca":false},{"name":"Lulu Wang","is_ca":false},{"name":"Nooralhuda Alateyah","is_ca":false},{"name":"Haissam Abou-Saleh","is_ca":false},{"name":"Aymen S. Abu Hatab","is_ca":false},{"name":"Othman Charles S. Al Hamouz","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02206888483403003,"gpt":0.2850830864344779,"spread":0.2630142016004479,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001273579,0.0001721813,0.0002365619,0.0000731462,0.0002903761,0.0001451097,0.00008114562,0.00004543428,0.00002255341],"category_scores_gemma":[0.00002164302,0.0001301861,0.00004240778,0.0002643937,0.000510502,0.0002912694,0.00007646984,0.00004794352,0.000003807523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007301249,"about_ca_system_score_gemma":0.00007513737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001295582,"about_ca_topic_score_gemma":0.00001110139,"domain_scores_codex":[0.9986262,0.00002340386,0.0002875113,0.0005290203,0.000346242,0.0001876784],"domain_scores_gemma":[0.9994969,0.0002272015,0.00009944233,0.00007997768,0.00005308681,0.00004338403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005812166,0.00005405754,0.0000333754,0.00006611621,0.000003083027,9.230174e-7,0.0009649605,0.0003075478,0.9907205,0.007736596,0.00002278712,0.00003191038],"study_design_scores_gemma":[0.0003915492,0.0001993384,0.0002041043,0.0001559397,0.00005084316,0.00000154777,0.001688184,0.002416869,0.9792188,0.01551189,0.000007063383,0.0001538535],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941723,0.00089039,0.004008431,0.00004173785,0.0002062673,0.0003754464,0.0001088803,0.0000632271,0.0001333203],"genre_scores_gemma":[0.9984864,0.00005639236,0.001238772,0.00001181512,0.0000363636,0.00007087914,0.00006687558,0.00001057484,0.00002192799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0115017,"threshold_uncertainty_score":0.5308836,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4394593415","doi":"10.1007/s42452-024-05782-9","title":"In silico design and evaluation of multi-epitope dengue virus vaccines: a promising approach to combat global dengue burden","year":2024,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"vaccines and immunoinformatics approaches","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Dengue fever; Dengue vaccine; Dengue virus; Virology; In silico; Antibody-dependent enhancement; Epitope; Biology; Immunology; Antibody; Genetics","authors":[{"name":"Otun Saha","is_ca":false},{"name":"Abdur Razzak","is_ca":false},{"name":"Nikkon Sarker","is_ca":false},{"name":"Nymur Rahman","is_ca":false},{"name":"Abdullah bin Zahid","is_ca":false},{"name":"Afroza Sultana","is_ca":false},{"name":"Tushar Ahmed Shishir","is_ca":false},{"name":"Newaz Mohammed Bahadur","is_ca":false},{"name":"Md. Mizanur Rahaman","is_ca":false},{"name":"Foysal Hossen","is_ca":false},{"name":"Mohammad Ruhul Amin","is_ca":false},{"name":"Mir Salma Akter","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04403742324903926,"gpt":0.3141788505529903,"spread":0.270141427303951,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00131836,0.000152958,0.0001659537,0.00007840448,0.0000774301,0.0001541122,0.0002495646,0.00007569679,0.000003069432],"category_scores_gemma":[0.00005005892,0.0001196066,0.0000350958,0.0004147908,0.00007207226,0.00003091578,0.0001536671,0.00005471498,0.000002945847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002991357,"about_ca_system_score_gemma":0.0002007946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007899068,"about_ca_topic_score_gemma":0.00002953114,"domain_scores_codex":[0.998785,0.00005400435,0.0002803687,0.0003757546,0.0002903318,0.0002146061],"domain_scores_gemma":[0.9996662,0.00001754127,0.00005151381,0.0001739055,0.00004226075,0.00004861341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001043301,0.0002658678,0.001839193,0.0003012867,0.00009212154,8.321492e-7,0.004283903,0.09475847,0.8568778,0.004118876,0.0004865211,0.03687082],"study_design_scores_gemma":[0.002521836,0.0003364362,0.01750336,0.0001586075,0.0001427278,0.000038438,0.008012478,0.7245881,0.243222,0.001832142,0.0007966227,0.0008473135],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754976,0.002368172,0.01999087,0.00005536806,0.00007957058,0.0008224938,0.00001145346,0.000007579792,0.001166867],"genre_scores_gemma":[0.9913777,0.00005839998,0.008323834,0.00004959569,0.00005409455,0.00009684328,0.00001628074,0.000007685963,0.00001555256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6298296,"threshold_uncertainty_score":0.4877414,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410982446","doi":"10.1007/s42452-025-07163-2","title":"Brightness adjustment and contrast matching in low-light underwater images using feedforward neural networks","year":2025,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Image Enhancement Techniques","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Becton Dickinson (Canada)","funders":"","keywords":"Brightness; Contrast (vision); Underwater; Feedforward neural network; Matching (statistics); Artificial intelligence; Feed forward; Computer vision; Computer science; Artificial neural network; Pattern recognition (psychology); Optics; Mathematics; Geology; Physics; Engineering; Statistics","authors":[{"name":"Zahra Raeisi","is_ca":true},{"name":"Reza Ahmadi Lashaki","is_ca":false},{"name":"Maryam Deldadehasl","is_ca":false},{"name":"Alireza Golkarieh","is_ca":false},{"name":"maral mirza mohammadi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009539752483074043,"gpt":0.261366968090301,"spread":0.251827215607227,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005201632,0.0002101382,0.0002371408,0.000248193,0.0002929688,0.0007408949,0.0008305851,0.00005136472,0.000004927692],"category_scores_gemma":[0.000003013134,0.0001638056,0.00003312998,0.0007558559,0.0002977499,0.001118686,0.0005403403,0.0001515827,0.000001453445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008276381,"about_ca_system_score_gemma":0.00007155672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009855524,"about_ca_topic_score_gemma":0.00003936316,"domain_scores_codex":[0.9981908,0.00004606532,0.0002948441,0.0006576414,0.000309355,0.000501328],"domain_scores_gemma":[0.9995176,0.00006505747,0.00008200775,0.0002690514,0.00001959171,0.00004669958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009515481,0.0005738361,0.009556589,0.0003082603,0.00009232877,0.000105897,0.004854713,0.1142894,0.1836782,0.5834399,0.000941695,0.102064],"study_design_scores_gemma":[0.001069558,0.00005825218,0.01111133,0.0003048908,0.00002224148,0.00002454102,0.000504346,0.7354999,0.2093477,0.04120035,0.00006340088,0.000793465],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2467806,0.0002338894,0.7488374,0.0004020192,0.0002550867,0.0003165556,8.600937e-7,0.0001006272,0.003073019],"genre_scores_gemma":[0.9857302,0.00001355119,0.01354361,0.0005600387,0.00003313532,0.00003538238,9.977988e-7,0.000005627942,0.00007748172],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7389496,"threshold_uncertainty_score":0.7144467,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410033183","doi":"10.1007/s42452-025-06987-2","title":"Ensuring privacy in face recognition: a survey on data generation, inference and storage","year":2025,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Face recognition and analysis","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Computer science; Inference; Internet privacy; Face (sociological concept); Facial recognition system; Computer security; Artificial intelligence; Pattern recognition (psychology); Sociology","authors":[{"name":"Zhifang Sun","is_ca":true},{"name":"Zhe Liu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1268226230221827,"gpt":0.3306239028430077,"spread":0.203801279820825,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001142438,0.000111308,0.000143802,0.0002658255,0.0002342472,0.0005822265,0.0009847638,0.0000326641,0.0000126006],"category_scores_gemma":[0.0001671291,0.00009532,0.0000134289,0.001381035,0.0001343865,0.0007168412,0.0005158532,0.0001009629,0.0000263761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002092476,"about_ca_system_score_gemma":0.0001552123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001485013,"about_ca_topic_score_gemma":0.0006374702,"domain_scores_codex":[0.9985455,0.00009016632,0.0001995328,0.0007097019,0.0002634925,0.0001916682],"domain_scores_gemma":[0.9991795,0.0002267894,0.00005598846,0.0004646069,0.0000302356,0.00004285862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005451436,0.0009858775,0.1184803,0.0001212011,0.0001266924,0.0000251427,0.005936245,0.01762756,0.01247658,0.1268817,0.007869639,0.7094145],"study_design_scores_gemma":[0.001216599,0.00008034056,0.2670249,0.0001864899,0.00001982891,0.000001870206,0.0005893584,0.7068672,0.008390342,0.01368523,0.001059647,0.0008781891],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7160896,0.0001086052,0.2749247,0.001110767,0.0001830847,0.0002311597,0.00007317492,0.000062717,0.007216208],"genre_scores_gemma":[0.9966887,0.00005630202,0.002554769,0.0005123805,0.00001395017,0.0000120633,0.00006431145,0.000001804358,0.00009566985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7085363,"threshold_uncertainty_score":0.5614424,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413284012","doi":"10.1007/s42452-025-06817-5","title":"A systematic review of neural network applications for groundwater level prediction","year":2025,"lang":"en","type":"review","venue":"Discover Applied Sciences","topic":"Hydrological Forecasting Using AI","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"West African Science Service Centre on Climate Change and Adapted Land Use; International Development Research Centre","keywords":"Artificial neural network; Groundwater; Computer science; Environmental science; Artificial intelligence; Geology; Geotechnical engineering","authors":[{"name":"Samuel Afful","is_ca":false},{"name":"Cyril D. Boateng","is_ca":false},{"name":"Emmanuel Ahene","is_ca":false},{"name":"Jeffrey N. A. Aryee","is_ca":false},{"name":"David Dotse Wemegah","is_ca":false},{"name":"Solomon S. R. Gidigasu","is_ca":false},{"name":"Akyana Britwum","is_ca":false},{"name":"Marian Amoakowaah Osei","is_ca":false},{"name":"Jesse Gilbert","is_ca":false},{"name":"Haoulata Touré","is_ca":false},{"name":"Vera Mensah","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06133496577062432,"gpt":0.3220342197746771,"spread":0.2606992540040527,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001587369,0.0003257901,0.001604651,0.00005618061,0.0003321157,0.00006595311,0.0009515917,0.0001386971,0.00008989201],"category_scores_gemma":[0.0001252575,0.0002015977,0.0003993462,0.00119999,0.0005976646,0.0001130153,0.0003010112,0.0001492333,0.00005980201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001223184,"about_ca_system_score_gemma":0.00008658334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001074054,"about_ca_topic_score_gemma":0.000005739755,"domain_scores_codex":[0.9972655,0.0001163114,0.001033553,0.0006969494,0.0004916879,0.0003960606],"domain_scores_gemma":[0.9983103,0.0005247736,0.0006608526,0.0004335055,0.00001121758,0.00005938887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000001147219,0.00004853149,0.000002418921,0.9658365,0.00003353891,1.234805e-7,0.00001172938,0.001462531,4.849827e-7,0.00133018,0.001421382,0.02985149],"study_design_scores_gemma":[0.0001184667,0.0001415084,0.000003218006,0.782154,0.003071859,0.00001315633,0.00000810088,0.001352524,0.000001353622,0.002736804,0.2097776,0.0006214252],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001384461,0.977163,0.006948194,0.00002516563,0.000142795,0.006705333,0.0001277338,0.00004807374,0.008838351],"genre_scores_gemma":[0.00007291844,0.9922522,0.001608225,0.0003054404,0.00008002434,0.005008217,0.0001097921,0.00001615535,0.0005470501],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2083562,"threshold_uncertainty_score":0.8220915,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4394579696","doi":"10.1007/s42452-024-05798-1","title":"Arsenic in the Tibetan Plateau’s geothermal systems: a detailed analysis of forms, sources, and geochemical behaviors","year":2024,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Arsenic contamination and mitigation","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Geothermal gradient; Plateau (mathematics); Geology; Geochemistry; Earth science; Arsenic; Geophysics; Materials science; Metallurgy; Mathematics","authors":[{"name":"Shengchao Shi","is_ca":false},{"name":"Qingda Feng","is_ca":false},{"name":"Huaisheng Zhang","is_ca":true},{"name":"Wenqiang Zhao","is_ca":false},{"name":"Jun Zhou","is_ca":false},{"name":"Guilin Zhu","is_ca":false},{"name":"Zhaoxuan Niu","is_ca":false},{"name":"Shengsheng Zhang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008432208694792661,"gpt":0.2393636464904953,"spread":0.2309314377957026,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006090382,0.00007862453,0.00012584,0.0001121338,0.0000829187,0.00009854378,0.0001963737,0.00003400603,0.0001549635],"category_scores_gemma":[0.000004384342,0.00004831202,0.000045413,0.0009678778,0.00045404,0.0001824712,0.00005999386,0.00006981165,0.00001187871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003690909,"about_ca_system_score_gemma":0.00001806073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002420777,"about_ca_topic_score_gemma":0.00104537,"domain_scores_codex":[0.9990183,0.00002593315,0.0001951399,0.0002576792,0.0003546567,0.0001483175],"domain_scores_gemma":[0.9997428,0.00008134191,0.00004630533,0.000101182,0.000001772628,0.00002660143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003879756,0.0002765652,0.6834503,0.00008447252,0.000236515,0.00002151137,0.04283895,0.01826439,0.1464097,0.0806988,0.0003386527,0.02734137],"study_design_scores_gemma":[0.0004540755,0.00007688035,0.793935,0.00004978835,0.0006798132,0.00001355605,0.02430506,0.1732558,0.003584736,0.001165894,0.00202946,0.0004499682],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911069,0.0001203295,0.0002336632,0.00007327063,0.00002388229,0.0001756304,0.00001034713,0.00001188745,0.008244109],"genre_scores_gemma":[0.9997723,0.000008227453,0.00002569966,0.00004346144,0.000005390415,0.00002762627,0.000008937363,0.00000268652,0.0001057116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1549914,"threshold_uncertainty_score":0.1970107,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417300762","doi":"10.1007/s42452-025-08111-w","title":"Computational discovery of microalgal metabolites as dual-target inhibitors against Plasmodium falciparum glutathione S-transferase and apical membrane antigen 1 for resistance-circumventing antimalarial therapy","year":2025,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Glutathione Transferases and Polymorphisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Plasmodium falciparum; Lipophilicity; Glutathione; Antimalarial Agent; Plasma protein binding; Transporter; Quantitative structure–activity relationship; Docking (animal); Binding site; Protein–protein interaction","authors":[{"name":"Oluwaseun E. Agboola","is_ca":false},{"name":"Samuel S. Agboola","is_ca":false},{"name":"Abel Kolawole Oyebamiji","is_ca":false},{"name":"Zainab A. Ayinla","is_ca":true},{"name":"Oluranti E. Olaiya","is_ca":false},{"name":"Oluwatoyin Mary Oyinloye","is_ca":false},{"name":"Folake Olayinka Olojo","is_ca":false},{"name":"Foluso O. Osunsanmi","is_ca":false},{"name":"Seun F. Akomolafe","is_ca":false},{"name":"Basiru Olaitan Ajiboye","is_ca":false},{"name":"Babatunji Emmanuel Oyinloye","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00975472961175188,"gpt":0.2567614919590551,"spread":0.2470067623473032,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004034323,0.0002470633,0.0003329545,0.0001163844,0.0003627871,0.0001469513,0.0002061403,0.0001271247,0.000004229775],"category_scores_gemma":[0.00002723025,0.0002123456,0.000172861,0.0002538221,0.0006287637,0.00003737376,0.00005457975,0.000085495,5.959773e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006377568,"about_ca_system_score_gemma":0.0003059681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001886279,"about_ca_topic_score_gemma":0.00001403005,"domain_scores_codex":[0.9982811,0.00004760038,0.0004242423,0.0006074358,0.0002787378,0.0003609082],"domain_scores_gemma":[0.999544,0.00009815941,0.00008762041,0.0001513746,0.00005673091,0.00006210192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008586312,0.0001542095,0.002451982,0.00007098266,0.0001172221,0.000001359658,0.0001831885,0.001262142,0.963661,0.03078565,0.0001198543,0.0003337594],"study_design_scores_gemma":[0.002427266,0.0001549314,0.00308758,0.00004730736,0.00003685846,0.000002576766,0.0003375632,0.0002681167,0.9880821,0.002951377,0.002296896,0.0003074973],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760892,0.002186051,0.01929747,0.0003409167,0.0002471101,0.0005272403,0.0003172632,0.00001193177,0.0009828674],"genre_scores_gemma":[0.9951625,0.0003457674,0.003564617,0.0003595568,0.0001193764,0.0000484226,0.0002727535,0.00001501672,0.0001119486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02783427,"threshold_uncertainty_score":0.8659201,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392230529","doi":"10.1007/s42452-024-05743-2","title":"Predicting dynamics of wildfire regimes in Yunnan, China","year":2024,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Southwest Forestry University; National Forestry and Grassland Administration; National Natural Science Foundation of China; Northwestern University","keywords":"China; Geography; Dynamics (music); Climatology; Environmental science; Economic geography; Meteorology; Physical geography; Geology; Physics; Archaeology","authors":[{"name":"Xiaofan Deng","is_ca":false},{"name":"LI Jiu-jin","is_ca":false},{"name":"Xiaoqing Dai","is_ca":false},{"name":"Junfan Zhao","is_ca":false},{"name":"Hang Deng","is_ca":false},{"name":"Fan Zhao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004612048464047162,"gpt":0.2180427065564642,"spread":0.213430658092417,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008402112,0.0001304763,0.0001675095,0.00008806061,0.00009377216,0.0000982889,0.0004254922,0.00004818468,0.0001165836],"category_scores_gemma":[0.00002388516,0.000100848,0.00004301713,0.001013446,0.0005084771,0.000433615,0.0001713398,0.0001262433,0.0001044536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001538521,"about_ca_system_score_gemma":0.00003577252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001805761,"about_ca_topic_score_gemma":0.001339651,"domain_scores_codex":[0.9984585,0.00003025956,0.000254359,0.0004630749,0.0004969451,0.0002968367],"domain_scores_gemma":[0.9996118,0.0001009441,0.00006328711,0.0001786386,7.888177e-7,0.00004456487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002256041,0.000151422,0.888052,0.0002211985,0.00001903766,0.00002872607,0.005629199,0.00961128,0.01243702,0.03257915,0.001104624,0.05014371],"study_design_scores_gemma":[0.0002421035,0.0001357555,0.2743382,0.0003158962,0.00001405281,0.00001272061,0.001290253,0.7126549,0.003756066,0.00605927,0.0007700342,0.0004107672],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8959343,0.0001087665,0.000194365,0.0002060861,0.0002614402,0.0002365027,0.000009643657,0.00005288064,0.102996],"genre_scores_gemma":[0.9994183,0.000007305857,0.0002106227,0.00002142225,0.00002610813,0.00002442388,0.000003192301,0.00001034096,0.0002783325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7030436,"threshold_uncertainty_score":0.4112461,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410213013","doi":"10.1007/s42452-025-06969-4","title":"Visualising and analysing the research trends of dietary fiber: a bibliometric study","year":2025,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Food composition and properties","field":"Nursing","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Bibliometrics; Regional science; Data science; Geography; Computer science; Library science","authors":[{"name":"Xiaoli Bai","is_ca":false},{"name":"Li Huang","is_ca":false},{"name":"Yi He","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1224640201481201,"gpt":0.4267704809267511,"spread":0.304306460778631,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["bibliometrics"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.001930807,0.00007933805,0.0001498074,0.01319951,0.0008493405,0.0003801234,0.000322923,0.00002031893,0.00002690603],"category_scores_gemma":[0.00003699517,0.00004625039,0.00003366967,0.06480937,0.0007688263,0.0001719643,0.0001660697,0.0001333536,0.000002667775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001692222,"about_ca_system_score_gemma":0.00003035043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002955044,"about_ca_topic_score_gemma":0.0000443912,"domain_scores_codex":[0.9985186,0.0001953204,0.0001982374,0.0002799569,0.000593078,0.0002148458],"domain_scores_gemma":[0.9993251,0.0003717129,0.00004632726,0.0001826489,0.00005014789,0.00002408187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009603486,0.0007057989,0.03325942,0.00008565758,0.0001405757,0.000001673184,0.01425192,0.0005782362,0.03916349,0.001853968,0.0015494,0.9074495],"study_design_scores_gemma":[0.001852599,0.004819527,0.8192482,0.0002485108,0.0003050077,0.000004198994,0.09573655,0.007730911,0.05751995,0.007406982,0.004537694,0.0005898622],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9607699,0.0008405885,0.000004940418,0.001033494,0.00008674908,0.000142954,0.000001966126,0.00001531006,0.03710411],"genre_scores_gemma":[0.9995928,0.000006895169,0.00005802028,0.0001132683,0.00001831725,0.00001131258,8.687756e-7,0.000003100267,0.0001953773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9068596,"threshold_uncertainty_score":0.997985,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413800842","doi":"10.1007/s42452-025-07138-3","title":"Deep learning in dermatopathology: applications for skin disease diagnosis and classification","year":2025,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Lakehead University","funders":"National University of Sciences and Technology; Mitacs; Lakehead University","keywords":"Dermatopathology; Dermatology; Disease; Medicine; Artificial intelligence; Pathology; Computer science","authors":[{"name":"Sana Fatima","is_ca":true},{"name":"Muhammad Usman Akram","is_ca":false},{"name":"Saad Bin Ahmed","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01885776465076017,"gpt":0.2990892301034659,"spread":0.2802314654527058,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001633758,0.00006088205,0.00009454212,0.0001745011,0.0001797725,0.00004432289,0.00005474799,0.00002276491,0.000007763348],"category_scores_gemma":[0.00003081857,0.00005299941,0.00002278796,0.0003300738,0.0001467964,0.00004035906,0.00003162375,0.00005435654,0.000005426245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003042303,"about_ca_system_score_gemma":0.00004460442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003679693,"about_ca_topic_score_gemma":0.00002905728,"domain_scores_codex":[0.9994026,0.00001060762,0.0001209049,0.000263846,0.00008247561,0.0001195997],"domain_scores_gemma":[0.9997455,0.00007828052,0.00003258438,0.00008783423,0.00001123133,0.00004453758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002238674,0.0003990819,0.4774236,0.0003974162,0.00002368951,0.000007747241,0.0006070136,0.0007640984,0.004297906,0.2271177,0.000488897,0.288249],"study_design_scores_gemma":[0.00168535,0.0000964005,0.8512849,0.00006885889,0.0001503285,0.00001220816,0.004278778,0.02007543,0.001993453,0.01226416,0.107831,0.0002591372],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7669516,0.0008242621,0.1731136,0.007974862,0.0001661829,0.004261135,0.00000642387,0.0001548429,0.04654701],"genre_scores_gemma":[0.9966367,0.00009080764,0.0005460228,0.0005073444,0.0000172065,0.001719871,0.000009682211,0.000003130534,0.0004691964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3738613,"threshold_uncertainty_score":0.2161253,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413878191","doi":"10.1007/s42452-025-07531-y","title":"Optimization of biosurfactant production by Pseudomonas aeruginosa strain Pa using rubber tree seed oil as sole carbon source","year":2025,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"European Commission","keywords":"Pseudomonas aeruginosa; Strain (injury); Natural rubber; Carbon source; Pulp and paper industry; Microbiology; Tree (set theory); Pseudomonas; Food science; Chemistry; Biology; Mathematics; Bacteria; Engineering; Organic chemistry; Biochemistry","authors":[{"name":"Yapi Joel Angba","is_ca":false},{"name":"Alpha Ousmane Touré","is_ca":false},{"name":"Koutouan Désiré Martial Abro","is_ca":false},{"name":"Mahamane Nassirou Amadou Kiari","is_ca":false},{"name":"Allali Patrick Drogui","is_ca":true},{"name":"Kouassi Benjamin Yao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00828678462706508,"gpt":0.2267924320536077,"spread":0.2185056474265426,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004653093,0.0001768306,0.0001814885,0.00007475731,0.000219404,0.00007480926,0.0002910286,0.00008099665,0.0002077886],"category_scores_gemma":[0.0000333284,0.0001443729,0.00004555042,0.0009171431,0.0006704765,0.0002211043,0.0001222042,0.00007872763,0.00001583906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000113123,"about_ca_system_score_gemma":0.00008615261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005398851,"about_ca_topic_score_gemma":0.0001091412,"domain_scores_codex":[0.9983196,0.00004279425,0.0003220808,0.0005320586,0.0004897561,0.0002936678],"domain_scores_gemma":[0.9995261,0.0000226838,0.0001945292,0.0001859732,0.00001245336,0.00005828515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002255247,0.00008441884,0.01077067,0.000009773665,0.000007030062,1.686985e-7,0.0002910832,0.05289165,0.9336293,0.00006703054,0.0002735064,0.001952797],"study_design_scores_gemma":[0.0005123538,0.00005417916,0.004051774,0.0000401684,0.00003462868,0.000002251847,0.001366772,0.02426504,0.9681956,0.0001641492,0.0009163184,0.0003967637],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9685907,0.00002520128,0.001133642,0.0003545512,0.000231032,0.0001919037,0.00003058597,0.00003321925,0.0294092],"genre_scores_gemma":[0.9965705,0.00002449118,0.00179037,0.0001658231,0.00001873637,0.000003759973,0.0000202124,0.000006865056,0.001399239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03456629,"threshold_uncertainty_score":0.5887355,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404202555","doi":"10.1007/s42452-024-06301-6","title":"Security constrained optimal power flow solution for practical transmission grid using hybrid use of generating plant and network restructuring","year":2024,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Optimal Power Flow Distribution","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Innovaderm (Canada)","funders":"","keywords":"Restructuring; Power flow; Computer science; Grid; Flow (mathematics); Transmission (telecommunications); Transmission network; Power (physics); Flow network; Distributed computing; Mathematical optimization; Electric power system; Mathematics; Telecommunications; Business","authors":[{"name":"Bhoori Singh","is_ca":false},{"name":"Avdhesh Kr. Sharma","is_ca":false},{"name":"Akhil Ranjan Garg","is_ca":false},{"name":"Om Prakash Mahela","is_ca":true},{"name":"Baseem Khan","is_ca":false},{"name":"Ahmed Ali","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02588914949919747,"gpt":0.2665745680580181,"spread":0.2406854185588206,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004234304,0.0001510732,0.0001678334,0.00005491678,0.0002045971,0.0002666471,0.00006422326,0.00005362757,0.000009186594],"category_scores_gemma":[0.00002165366,0.000132787,0.00004709248,0.0001802086,0.0002533392,0.0005766992,0.00002922517,0.0001309314,4.123192e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004571469,"about_ca_system_score_gemma":0.000101498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006246629,"about_ca_topic_score_gemma":0.000002036589,"domain_scores_codex":[0.9988942,0.00001737263,0.0002549404,0.0002983727,0.0002137238,0.0003213536],"domain_scores_gemma":[0.9996565,0.0001549116,0.00003190704,0.00007351267,0.00001581005,0.00006737976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003990586,0.00001252479,0.0000477262,0.0001967021,0.00003380739,0.000006996047,0.0003247781,0.8623192,0.1246629,0.009735974,0.0006758421,0.001943661],"study_design_scores_gemma":[0.0001317611,0.00004409611,0.00005152624,0.00008942092,0.00003055646,0.00003531618,0.00006392942,0.9831946,0.01523466,0.0004706898,0.000488453,0.0001649751],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5047894,0.0001666945,0.4940071,0.00002839021,0.0003498457,0.000210487,0.0002784345,0.00007541654,0.00009433943],"genre_scores_gemma":[0.8887991,0.00001307471,0.1109727,0.000006524491,0.0001280514,0.000008691146,0.00005872425,0.00001247794,6.738309e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3840098,"threshold_uncertainty_score":0.5414897,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411845845","doi":"10.1007/s42452-025-07268-8","title":"Application of machine learning for predicting the incubation period of water droplet erosion in metals","year":2025,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Erosion and Abrasive Machining","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada; Hashemite University","keywords":"Period (music); Erosion; Incubation; Incubation period; Environmental science; Hydrology (agriculture); Chemistry; Geology; Geotechnical engineering; Art; Geomorphology; Aesthetics","authors":[{"name":"Khaled AlHammad","is_ca":true},{"name":"Mamoun Medraj","is_ca":true},{"name":"Moussa Tembely","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009701918932382517,"gpt":0.2576288119204396,"spread":0.2479268929880571,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00102921,0.00006877983,0.0001180383,0.0000551089,0.0002665481,0.00002469862,0.0002473036,0.00002423971,0.00005504211],"category_scores_gemma":[0.00004844822,0.00003819061,0.0000337722,0.0003378208,0.0003240154,0.0001347483,0.0001607925,0.00007091759,0.000003149619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002246945,"about_ca_system_score_gemma":0.000007803464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002452413,"about_ca_topic_score_gemma":0.0001768686,"domain_scores_codex":[0.9991392,0.0000361772,0.0002461294,0.0002185095,0.0002257205,0.0001342352],"domain_scores_gemma":[0.9996729,0.0001035952,0.0001097275,0.00009641126,0.00000607727,0.0000113289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002052303,0.00003696287,0.34062,0.00001990781,0.000002247867,1.544976e-8,0.001975063,0.03085952,0.617902,0.004729287,0.000008388734,0.003826052],"study_design_scores_gemma":[0.0007072112,0.0001082283,0.1800693,0.00004754385,0.00002535106,3.320598e-7,0.003736353,0.3390755,0.4683523,0.007248048,0.0004654456,0.0001643232],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.953846,0.00001881911,0.03870488,0.0002211163,0.00003258403,0.0003920288,0.00000361543,0.000008027803,0.006772896],"genre_scores_gemma":[0.9994009,0.000003039257,0.0003930344,0.00005236009,0.000004548285,0.00006905924,0.00001008908,0.000002820924,0.000064131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.308216,"threshold_uncertainty_score":0.20501,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415517634","doi":"10.1007/s42452-025-07154-3","title":"Recent progress in electrochemical coupling for bio-electrochemical system optimization","year":2025,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Microbial Fuel Cells and Bioremediation","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Centennial College","funders":"","keywords":"Renewable energy; Electron transfer; Electrochemistry; Electrode; Microbial fuel cell; Electrochemical energy storage; Coupling (piping); Biofouling","authors":[{"name":"Padmaja Shastri","is_ca":true},{"name":"Elyssa Jane Gargallano","is_ca":true},{"name":"Soheil Ghoreyshi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006498243654724721,"gpt":0.2328863621487976,"spread":0.2263881184940729,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003613492,0.0001143005,0.0001265344,0.00005474019,0.0001455314,0.00008070192,0.0002553562,0.00007278399,0.00005144738],"category_scores_gemma":[0.00001354267,0.00009058097,0.00002973159,0.0007743698,0.000236487,0.0001052678,0.00007464872,0.00007118055,0.00001130913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002723934,"about_ca_system_score_gemma":0.00005056146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004956989,"about_ca_topic_score_gemma":0.0000174095,"domain_scores_codex":[0.9988131,0.000006612459,0.0002151585,0.0004226148,0.0002108682,0.0003316505],"domain_scores_gemma":[0.9997702,0.00004038847,0.00006060766,0.0000861962,0.000008057001,0.00003453943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001307933,0.0001597479,0.0183741,0.00008350709,0.000006412904,3.48988e-7,0.0001231482,0.01281667,0.9584882,0.005122962,0.000862877,0.003831193],"study_design_scores_gemma":[0.0007526739,0.00006889605,0.000894864,0.00005559386,0.0000207522,0.000001074285,0.0002893577,0.2315684,0.7624929,0.0004705899,0.003043961,0.000341005],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8781105,0.0006212086,0.09638564,0.000991357,0.0003130183,0.001937146,0.000006755751,0.0001169065,0.02151749],"genre_scores_gemma":[0.9951221,0.00005834948,0.004497378,0.0001077077,0.00003124508,0.0001085372,0.00003213841,0.000004742447,0.00003776885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2187517,"threshold_uncertainty_score":0.3693785,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415210433","doi":"10.1007/s42452-025-07336-z","title":"Analyzing meteorological drought under historical and future climate scenarios in East Bale zone, South-eastern Ethiopia","year":2025,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Hydrology and Drought Analysis","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Downscaling; Precipitation; Arid; Climate model; Climate change; Aridity index; Mean squared error; Mean radiant temperature; Pearson product-moment correlation coefficient","authors":[{"name":"Moti Deresu","is_ca":false},{"name":"Habitamu Taddese","is_ca":false},{"name":"Gebiaw T. Ayele","is_ca":false},{"name":"Bayisa Negasa Wolteji","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01154954297763639,"gpt":0.2390674881269882,"spread":0.2275179451493518,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000863696,0.0001914152,0.000305702,0.0001355633,0.0004327767,0.00009129652,0.0003890953,0.0001753184,0.0004323683],"category_scores_gemma":[0.00001197201,0.0001422717,0.00006964988,0.001199448,0.0007406583,0.0002521524,0.0003811796,0.0002847047,0.0001049879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001778761,"about_ca_system_score_gemma":0.00002744846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002070068,"about_ca_topic_score_gemma":0.001220929,"domain_scores_codex":[0.998082,0.00008955524,0.0003101866,0.0007275161,0.0002989392,0.000491804],"domain_scores_gemma":[0.9995636,0.00006846819,0.00008295382,0.0001950365,0.000003135143,0.00008681987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006736047,0.0001113201,0.9701492,0.000008857741,0.00002355484,0.00001096102,0.001533504,0.007181976,0.001115303,0.01670573,0.0002218027,0.00287045],"study_design_scores_gemma":[0.002540862,0.0002293144,0.8835593,0.00004497384,0.0003336061,0.00001419639,0.009477105,0.05644188,0.0003791813,0.02185806,0.02355162,0.001569826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9532234,0.0002950938,0.003605703,0.002894174,0.0001609194,0.0001370488,0.000002616193,0.00003083874,0.03965022],"genre_scores_gemma":[0.9976383,0.00004361241,0.0007005339,0.0009263569,0.00005150094,0.0000194709,0.0000027473,0.000004050019,0.0006134149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08658981,"threshold_uncertainty_score":0.5801672,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409454786","doi":"10.1007/s42452-025-06813-9","title":"Development of a framework to implement time analysis in digital human modeling systems using predetermined motion time systems","year":2025,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"Mitacs","keywords":"Computer science; Motion (physics); Motion analysis; Human motion; Artificial intelligence","authors":[{"name":"Farhad Mazareinezhad","is_ca":true},{"name":"Firdaous Sekkay","is_ca":true},{"name":"Daniel Imbeau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02882131713459971,"gpt":0.3422619302392809,"spread":0.3134406131046812,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005473565,0.0001516006,0.0003593197,0.0006283252,0.0001609395,0.0001995339,0.0003144013,0.00006758503,0.000031377],"category_scores_gemma":[0.000008188756,0.0001366905,0.00008019815,0.001296976,0.00005040504,0.0001217676,0.0001194204,0.00006096661,0.00002669835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001152202,"about_ca_system_score_gemma":0.00009620903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003641112,"about_ca_topic_score_gemma":0.00005110111,"domain_scores_codex":[0.9983397,0.0000218516,0.0006139196,0.0004801357,0.0002282516,0.0003161417],"domain_scores_gemma":[0.9995292,0.00003572466,0.0001292809,0.0002323331,0.00002567024,0.00004777361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005104509,0.0002965172,0.007819331,0.0001131255,0.0005562301,8.864117e-7,0.006199033,0.8850286,0.01390591,0.08408285,0.00002873406,0.00191772],"study_design_scores_gemma":[0.0007075976,0.0000776245,0.009708923,0.0003158592,0.0002262302,4.59444e-7,0.01217974,0.9741691,0.0001566978,0.00169451,0.0001131222,0.0006501273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9191661,0.00004859388,0.06895404,0.000007933175,0.0001300856,0.0005345778,0.00002193925,0.00001586074,0.01112081],"genre_scores_gemma":[0.9988453,2.272527e-7,0.0007943709,0.00001419522,0.00001302373,0.00009088789,0.00002407032,0.000006786556,0.0002111687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08914048,"threshold_uncertainty_score":0.5574079,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415243308","doi":"10.1007/s42452-025-07482-4","title":"Perspectives on development of nanofibrillated cellulose for mine waste tailings management","year":2025,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Natural Resources Canada","funders":"Natural Resources Canada; University of Alberta; Office of Energy Research and Development; Government of Canada; Australian Government","keywords":"Flocculation; Tailings; Dewatering; Nanocellulose; Environmental remediation; Cellulose; Extraction (chemistry); Biomass (ecology)","authors":[{"name":"Alebachew Demoz","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02010693018898385,"gpt":0.3057879929519308,"spread":0.2856810627629469,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000699545,0.000178281,0.0002641567,0.0002281203,0.0004274863,0.0000701475,0.0004428145,0.00002910857,0.00003120722],"category_scores_gemma":[0.00003853516,0.0001330902,0.00005505883,0.0005949151,0.000688492,0.0001245007,0.0002793316,0.00003810356,0.00002244163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001032828,"about_ca_system_score_gemma":0.0001470744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003982777,"about_ca_topic_score_gemma":0.00000512615,"domain_scores_codex":[0.9980626,0.00001817818,0.000326249,0.0006194098,0.0005322554,0.0004412767],"domain_scores_gemma":[0.9993761,0.0001796623,0.000117107,0.0002069898,0.00007673683,0.0000434663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001470793,0.0001092874,0.00003188794,0.0001859544,0.00003751342,7.699612e-7,0.00286571,0.001028167,0.8792676,0.1141516,0.0002331582,0.001941321],"study_design_scores_gemma":[0.0004326809,0.00007137666,0.00006432102,0.0000827716,0.00001179803,8.517656e-8,0.0165407,0.0001457493,0.9776896,0.002693447,0.002110691,0.0001568439],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9327414,0.0003907969,0.01379315,0.0001406605,0.0001457469,0.0008412009,0.00001158771,0.00004056545,0.05189489],"genre_scores_gemma":[0.9672995,0.00003074717,0.03012512,0.00003166408,0.00001992876,0.000150022,0.000002958568,0.000006947124,0.002333083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1114581,"threshold_uncertainty_score":0.5427262,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403120834","doi":"10.1007/s42452-024-06227-z","title":"Engineering synthetic and recombinant human lysosomal β-glucocerebrosidase for enzyme replacement therapy for Gaucher disease","year":2024,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Lysosomal Storage Disorders Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Universidade de São Paulo; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Glucocerebrosidase; Enzyme replacement therapy; Recombinant DNA; Gaucher's disease; Genetic enhancement; Disease; Enzyme; Lysosome; Medicine; Biology; Biochemistry; Internal medicine; Gene","authors":[{"name":"L Figueiredo","is_ca":false},{"name":"Wilson Lau","is_ca":false},{"name":"Victor Wendel da Silva Goncalves","is_ca":false},{"name":"Ester Silveira Ramos","is_ca":false},{"name":"Vânia D’Almeida","is_ca":false},{"name":"Lucas Eduardo Botelho de Souza","is_ca":false},{"name":"Maristela Delgado Orellana","is_ca":false},{"name":"K. Abraham","is_ca":true},{"name":"Flávio Lichtenstein","is_ca":false},{"name":"Lucas Bleicher","is_ca":false},{"name":"Vasco Azevedo","is_ca":false},{"name":"Rigoberto Gadelha Chaves","is_ca":false},{"name":"Giuliano Bonfá","is_ca":false},{"name":"Velia Siciliano","is_ca":false},{"name":"Ron Weiss","is_ca":false},{"name":"Stanton L. Gerson","is_ca":false},{"name":"Aparecida Maria Fontes","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03283720052682268,"gpt":0.3238320673228695,"spread":0.2909948667960468,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005734501,0.0001946992,0.0002282019,0.0001654874,0.0002995257,0.0002781704,0.0001582928,0.00004540619,0.00008033749],"category_scores_gemma":[0.00007486073,0.0001408159,0.0001133131,0.000267523,0.0002391689,0.0001479653,0.00005687786,0.00009645611,0.000007971484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007647402,"about_ca_system_score_gemma":0.0002002638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001530091,"about_ca_topic_score_gemma":0.000003261139,"domain_scores_codex":[0.9982427,0.00001002515,0.000212301,0.0006830066,0.0003904598,0.0004615351],"domain_scores_gemma":[0.9993069,0.0001997131,0.00002604369,0.0002173579,0.00003318319,0.0002168279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.006522989,0.00195197,0.01083673,0.006443028,0.0006683446,0.00008138808,0.004712361,0.0005312737,0.5992575,0.3069572,0.01419126,0.04784597],"study_design_scores_gemma":[0.03995752,0.01309908,0.0485313,0.003499415,0.001204603,0.0001230814,0.006625668,0.3207322,0.2975265,0.04576507,0.2177053,0.005230277],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986778,0.002598996,0.005225596,0.001416858,0.0002269566,0.002733964,0.0000484673,0.000116222,0.000854976],"genre_scores_gemma":[0.9969454,0.00007286579,0.0006596706,0.0001476555,0.0001067163,0.0009907694,0.00002778903,0.00003467625,0.00101439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3202009,"threshold_uncertainty_score":0.5742306,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415382009","doi":"10.1007/s42452-025-07361-y","title":"Salivary matrix metalloproteinases in periodontitis and cardiovascular disease: a systematic review","year":2025,"lang":"en","type":"review","venue":"Discover Applied Sciences","topic":"Oral microbiology and periodontitis research","field":"Dentistry","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Periodontitis; Confounding; Matrix metalloproteinase; Disease; Saliva; Pathophysiology; Myeloperoxidase","authors":[{"name":"Dax Abraham","is_ca":false},{"name":"Rajat Sharma","is_ca":false},{"name":"Alpa Gupta","is_ca":false},{"name":"Mohit Sharma","is_ca":false},{"name":"Sonal Soi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03508681836569164,"gpt":0.3560426687425726,"spread":0.320955850376881,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002193264,0.0005433791,0.004047085,0.00043068,0.0003008691,0.0003977712,0.001071841,0.000229749,0.0002766525],"category_scores_gemma":[0.000349872,0.0003802117,0.000961278,0.00135821,0.0007517742,0.0002203894,0.0005683707,0.0004497191,0.0002152665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007121346,"about_ca_system_score_gemma":0.0008126374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001511346,"about_ca_topic_score_gemma":0.00008896553,"domain_scores_codex":[0.9959425,0.0007806951,0.0009543945,0.001202549,0.0005756153,0.000544242],"domain_scores_gemma":[0.9984297,0.0003188649,0.0002104219,0.0008777081,0.00002973983,0.000133599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002849172,0.00002914345,0.0000326017,0.9904244,0.0004284405,0.0001616344,0.00001035308,8.211676e-7,7.219175e-7,0.001470852,0.0003819297,0.007056283],"study_design_scores_gemma":[0.0001770592,0.00001971855,0.0000456891,0.8288306,0.004112634,0.0001076012,0.00005582165,0.000001124203,8.580699e-7,0.00009134896,0.1658775,0.0006800476],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002273159,0.9926167,0.00002026559,0.00001637089,0.0002018693,0.004651694,0.0004617285,0.00003588108,0.001972758],"genre_scores_gemma":[0.0001546212,0.995758,0.00006496641,0.00005896527,0.00003805655,0.001796489,0.0001388158,0.00002255947,0.001967554],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1654956,"threshold_uncertainty_score":0.999865,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408752958","doi":"10.1007/s42452-024-06330-1","title":"Design and investigation of dual-guided optical fiber with 60 OAM and 6 LP modes for ultra-high optical communication","year":2025,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Orbital Angular Momentum in Optics","field":"Physics and Astronomy","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 Saskatchewan","funders":"","keywords":"Dual (grammatical number); Optical fiber; Fiber; Plastic optical fiber; Materials science; Optoelectronics; Optics; Computer science; Multi-mode optical fiber; Physics; Composite material","authors":[{"name":"Md. Mehedi Hassan","is_ca":false},{"name":"Muhammad Shahin Uddin","is_ca":false},{"name":"Mst. Nargis Aktar","is_ca":false},{"name":"Monir Morshed","is_ca":false},{"name":"Kawsar Ahmed","is_ca":true},{"name":"Bikash Kumar Paul","is_ca":false},{"name":"Mohammad Sarwar Hossain Mollah","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01877076742244222,"gpt":0.2605822556629381,"spread":0.2418114882404959,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002630735,0.00009192384,0.0001300289,0.00004093509,0.0001615247,0.0001027695,0.0001022744,0.00002294543,0.000006243328],"category_scores_gemma":[0.000005618778,0.00006853148,0.00001357046,0.0001495457,0.000866682,0.0001603412,0.00005065805,0.00004900538,6.431274e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007228708,"about_ca_system_score_gemma":0.00007558635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002031375,"about_ca_topic_score_gemma":0.000001074985,"domain_scores_codex":[0.9993755,0.00001588372,0.0001489817,0.0001998881,0.0001315688,0.0001281681],"domain_scores_gemma":[0.9995142,0.000234397,0.00005351305,0.0001256957,0.0000322579,0.00003989899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003350252,0.00004547703,0.002559821,0.00003273681,0.00003164861,6.232711e-8,0.0003172615,0.00252648,0.02016325,0.9727117,0.00008378099,0.001494317],"study_design_scores_gemma":[0.001938045,0.00035943,0.01291448,0.0001485668,0.0001916939,0.000001467771,0.003057895,0.02072871,0.5785812,0.3815295,0.0000849076,0.0004641149],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9097587,0.00003281217,0.07934671,0.000362326,0.000009856458,0.000420893,0.000008826124,0.00000783121,0.01005198],"genre_scores_gemma":[0.9396991,0.000002308705,0.06005144,0.00002994387,0.000009967919,0.00006289099,0.00001364742,0.000004005721,0.0001266864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5911822,"threshold_uncertainty_score":0.3193326,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416726246","doi":"10.1007/s42452-025-07926-x","title":"Decolonizing climate crisis and housing infrastructure: learning from Indigenous land-based perspectives","year":2025,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"First Nations University of Canada; University of Calgary; Mount Royal University","funders":"University of Calgary","keywords":"Indigenous; Climate justice; Transformative learning; Psychological resilience; Mainstream; Blueprint; Climate change; Traditional knowledge","authors":[{"name":"Ranjan Datta","is_ca":true},{"name":"A. H. M. Muntasir Billah","is_ca":true},{"name":"Will Singer","is_ca":true},{"name":"Melissa Quesnelle","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01042922699603347,"gpt":0.294577418028507,"spread":0.2841481910324735,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000941566,0.0001411744,0.0001880626,0.0002094983,0.01400463,0.0004995363,0.0002868965,0.0001082066,0.00004263434],"category_scores_gemma":[0.00001180612,0.0001137884,0.00003572864,0.0007033891,0.0008011097,0.000276619,0.00000739679,0.0001963477,0.000007147907],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001997813,"about_ca_system_score_gemma":0.007186596,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05515847,"about_ca_topic_score_gemma":0.2573258,"domain_scores_codex":[0.9982338,0.0001493695,0.0001942353,0.0004745877,0.000356482,0.0005915125],"domain_scores_gemma":[0.9993522,0.0002683395,0.0001206012,0.0001069891,0.00005572176,0.00009617764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002260629,0.00005895594,0.1242187,0.00002626038,0.0000177574,0.000001164149,0.7287291,0.0009778652,0.00003435212,0.1450774,0.00002513203,0.0008107221],"study_design_scores_gemma":[0.0009061506,0.0001117505,0.1401714,0.0001235464,0.0001052963,5.474916e-7,0.7566218,0.0004299845,0.001409706,0.03772943,0.06154839,0.0008419973],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9424536,0.0006298568,0.0005700005,0.0002683581,0.0003232124,0.0003480209,0.000006579506,0.0000802682,0.05532011],"genre_scores_gemma":[0.9972811,0.001264315,0.001010142,0.000160222,0.0001681129,0.000005507977,0.000006894239,0.000006955041,0.00009680421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2021673,"threshold_uncertainty_score":0.9984418,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414437993","doi":"10.1007/s42452-025-06887-5","title":"A fused power spectrum based feature selection to identify schizophrenia from EEG signals using deep learning models: an experimental study","year":2025,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Heritage College","funders":"","keywords":"Neurophysiology; Deep learning; Feature extraction; Electroencephalography; Pattern recognition (psychology); Identification (biology); Feature (linguistics); Schizophrenia (object-oriented programming)","authors":[{"name":"Saikat Bandopadhyay","is_ca":false},{"name":"Surya Majumder","is_ca":false},{"name":"Sujay Saha","is_ca":true},{"name":"Anupam Ghosh","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04331078966750903,"gpt":0.3326619264368507,"spread":0.2893511367693417,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0004101799,0.0002907896,0.0002736381,0.0003615934,0.0009703976,0.001203607,0.0008155846,0.00006967422,0.00008546405],"category_scores_gemma":[0.0000340227,0.0002475743,0.00006950152,0.001398272,0.0001865722,0.0008628781,0.0002235613,0.0002967169,0.00001794498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009841337,"about_ca_system_score_gemma":0.0001452896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000159422,"about_ca_topic_score_gemma":0.0001064904,"domain_scores_codex":[0.9970923,0.0002238592,0.0002633269,0.001250529,0.0006971513,0.0004728562],"domain_scores_gemma":[0.9993351,0.0001745084,0.0001100335,0.000241293,0.00001925743,0.0001198022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001647549,0.0004318501,0.0007652004,0.00000225449,0.000007618848,0.00000375494,0.002736611,0.1347297,0.8601336,0.0008273163,0.00003235596,0.0001649671],"study_design_scores_gemma":[0.0007492661,0.0004729995,0.001698234,0.00003411863,0.00001649909,0.000001213804,0.005883164,0.2302988,0.7590423,0.001448615,0.00002836883,0.000326518],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9624381,0.0000427292,0.03449586,0.0001311005,0.000393463,0.000636419,0.000008200833,0.0001572682,0.001696855],"genre_scores_gemma":[0.996883,3.111655e-7,0.002110462,0.0008108685,0.00005669204,0.00004144507,0.000002322802,0.00001627278,0.00007867083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1010914,"threshold_uncertainty_score":0.9999977,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403921236","doi":"10.1007/s42452-024-06167-8","title":"Correction to: Analysis of the dynamics of anthrax epidemic model with delay","year":2024,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Bacillus and Francisella bacterial research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Trent University","funders":"","keywords":"Dynamics (music); Computer science; Psychology","authors":[{"name":"Ali Raza","is_ca":false},{"name":"Kenzu Abdella","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01208199710828083,"gpt":0.2841108285562393,"spread":0.2720288314479585,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003071373,0.00006142193,0.0001170977,0.00007988998,0.00005950914,0.00002447765,0.0002317129,0.00003150095,0.00000859772],"category_scores_gemma":[0.00002179488,0.00003413749,0.00007442124,0.0009896222,0.0003032252,0.000003905756,0.00007937689,0.00004380852,7.135416e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001089556,"about_ca_system_score_gemma":0.0001636129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007590684,"about_ca_topic_score_gemma":0.0006638797,"domain_scores_codex":[0.9993007,0.00001369215,0.0001236064,0.0002319996,0.0002079983,0.0001220286],"domain_scores_gemma":[0.9997106,0.00002179216,0.00003543819,0.0001713565,0.00003372436,0.00002710855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001000265,0.00003001056,0.004037659,0.00002656564,0.0002025963,1.613431e-7,0.000182407,0.1821969,0.8020433,0.006828778,0.0004915432,0.003860114],"study_design_scores_gemma":[0.00008912692,0.0001807521,0.003885718,0.00003377895,0.0001747237,0.000001166553,0.0002480195,0.8118718,0.1829022,0.0002760842,0.0002006144,0.0001360362],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9388638,0.00008946958,0.05575269,0.00008018707,0.0001688002,0.0001081255,0.00006141711,0.000002567266,0.004872963],"genre_scores_gemma":[0.9992754,0.00003199035,0.0001974815,0.00002761202,0.00001722628,0.000007766213,0.00001429766,0.000003871492,0.0004243958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.629675,"threshold_uncertainty_score":0.1392087,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404345456","doi":"10.1007/s42452-024-06310-5","title":"Structural analysis and fatigue prediction of harrow tines used in Canadian prairies","year":2024,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Soil Mechanics and Vehicle Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; University of Regina","keywords":"Harrow; Geography; Archaeology","authors":[{"name":"Arafater Rahman","is_ca":true},{"name":"Mohammad Abu Hasan Khondoker","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01590497662096495,"gpt":0.2373563634545721,"spread":0.2214513868336071,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001360084,0.00006282716,0.0001014933,0.0003286266,0.00003979535,0.00009286405,0.00007230017,0.0000289861,0.000005112784],"category_scores_gemma":[0.000004306488,0.00005236239,0.00002000112,0.0009315975,0.00007429555,0.0001402511,0.000009397541,0.00004771962,3.947632e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002841291,"about_ca_system_score_gemma":0.00005631813,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02011212,"about_ca_topic_score_gemma":0.2904332,"domain_scores_codex":[0.9994979,0.000003382074,0.000108119,0.0001342146,0.000110911,0.0001454701],"domain_scores_gemma":[0.9998701,0.00001851743,0.000008451367,0.00005255664,0.000005069104,0.00004532422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003504427,0.000004537206,0.7102497,0.0002028428,0.0001927238,0.000004586186,0.004157905,0.1640196,0.006065848,0.09933198,0.00005050457,0.01571627],"study_design_scores_gemma":[0.00003282884,0.000005949193,0.1070923,0.000009845747,0.00002433355,3.783202e-7,0.0002951223,0.8912284,0.0004922729,0.0007437682,0.00002062439,0.00005416833],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982694,0.0001378077,0.0004531443,0.0000417887,0.0001262656,0.00005553096,0.00007067768,0.00003238381,0.0008130156],"genre_scores_gemma":[0.9998719,0.00001052421,0.00007344002,0.000003847274,0.00001256051,0.000006179131,0.00001139468,0.000004226505,0.000005956612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7272088,"threshold_uncertainty_score":0.9864131,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7117250011","doi":"10.1007/s42452-025-08181-w","title":"Experimental study on performance and emission control of a single cylinder four stroke tri charged RCCI engine with variable injection timing","year":2025,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Advanced Combustion Engine Technologies","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Turbocharger; Ignition system; Naturally aspirated engine; Thermal efficiency; Fuel injection; Range (aeronautics); Cylinder; Thermal; Power (physics)","authors":[{"name":"Rajesh Bisane","is_ca":false},{"name":"Kishor S. Rambhad","is_ca":false},{"name":"Abhay Lingayat","is_ca":false},{"name":"Raghvendra Upadhyay","is_ca":false},{"name":"Sachin Shinde","is_ca":false},{"name":"Swapnil Ratnakar Mane","is_ca":false},{"name":"Bharati Khond","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01802022554293184,"gpt":0.251842009680267,"spread":0.2338217841373351,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001512213,0.0001471037,0.0001953514,0.0001680063,0.0001329696,0.00002609943,0.0001570733,0.00004665319,0.000007038093],"category_scores_gemma":[0.00003383915,0.0001096651,0.00001459716,0.0004421214,0.0001149447,0.0001741791,0.0000531848,0.0001422311,6.432571e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006026925,"about_ca_system_score_gemma":0.00002857783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003677256,"about_ca_topic_score_gemma":2.062565e-7,"domain_scores_codex":[0.9990931,0.000006774575,0.0001734559,0.0002960198,0.0002399044,0.0001907999],"domain_scores_gemma":[0.9996623,0.0000808844,0.00006619855,0.0001467185,0.00001921833,0.00002465038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001925173,0.0003403603,0.001921423,0.00002805771,0.0000304382,4.867966e-7,0.0003315416,0.3423178,0.650184,0.003437081,0.000005578953,0.001210683],"study_design_scores_gemma":[0.002675808,0.001076284,0.0009891449,0.0001107031,0.00002872554,0.000002187565,0.005888616,0.1656707,0.8231907,0.0001042187,0.00003129709,0.0002315847],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7956406,0.00003394896,0.2005697,0.00001976712,0.00004277759,0.0002768035,0.000002835244,0.0001261169,0.0032874],"genre_scores_gemma":[0.9972278,0.00000117361,0.002491815,0.00001700208,0.00001060551,0.00006364025,9.358264e-7,0.00000777772,0.000179278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2015871,"threshold_uncertainty_score":0.4472012,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393501774","doi":"10.1007/s42452-024-05831-3","title":"Contributions of the Brazil’s National Institute for Space Research (INPE) to emergency response in the International Space and Major Disasters Charter","year":2024,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Space exploration and regulation","field":"Physics and Astronomy","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":"Japan Aerospace Exploration Agency; State Space Corporation ROSCOSMOS; UAE Space Agency; European Organization for the Exploitation of Meteorological Satellites; Korea Aerospace Research Institute; Deutsches Zentrum für Luft- und Raumfahrt; National Oceanic and Atmospheric Administration; China National Space Administration; Centre National d’Etudes Spatiales; Canadian Space Agency; Comisión Nacional de Actividades Espaciales; UK Space Agency; U.S. Geological Survey; Indian Space Research Organisation; European Space Agency","keywords":"Charter; Space (punctuation); Disaster response; Emergency response; Political science; Emergency management; Computer science; Law; Medical emergency","authors":[{"name":"Helena K. Boscolo","is_ca":false},{"name":"Thales Sehn Körting","is_ca":false},{"name":"Laércio Massaru Namikawa","is_ca":false},{"name":"Alexandre J. Homem de Mello","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03915416893986624,"gpt":0.3778002554904962,"spread":0.3386460865506299,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001463167,0.00005580104,0.00005146562,0.0001225525,0.0002574191,0.0001518951,0.0002474467,0.00001401118,0.00003688342],"category_scores_gemma":[0.0000421169,0.00003122187,0.00003493339,0.0005624235,0.0002529964,0.0002346234,0.00006183062,0.00007107888,0.000007282521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002818995,"about_ca_system_score_gemma":0.0001560584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003417624,"about_ca_topic_score_gemma":0.000071596,"domain_scores_codex":[0.9990666,0.0000513132,0.0001197365,0.0001827978,0.0004513655,0.0001282137],"domain_scores_gemma":[0.9996293,0.000173364,0.00002666733,0.00007800976,0.00007093261,0.00002170497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006853854,0.00002838028,0.001571507,0.000003906996,0.00001052874,4.17275e-8,0.00401695,0.0009236418,0.01473821,0.9715355,0.006916897,0.0001858806],"study_design_scores_gemma":[0.00242313,0.0002860442,0.1985824,0.0002718421,0.0000458089,0.000002561342,0.0681219,0.03068615,0.05381049,0.33877,0.3062762,0.000723416],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8738392,0.00003161468,0.01725723,0.09841861,0.0006748139,0.0008263309,0.0002592748,0.00000717926,0.008685766],"genre_scores_gemma":[0.9989043,0.000001117732,0.0001160703,0.0000610096,0.0001353543,0.0001381914,0.00001583306,0.000002726635,0.0006253407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6327655,"threshold_uncertainty_score":0.1979886,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392304455","doi":"10.1007/s42452-024-05674-y","title":"Modeling CO2 loading capacity of triethanolamine aqueous solutions using advanced white-box approaches: GMDH, GEP, and GP","year":2024,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Carbon Dioxide Capture Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"Christian-Albrechts-Universität zu Kiel","keywords":"Triethanolamine; Aqueous solution; White box; Materials science; Computer science; Process engineering; Chemistry; Engineering; Chromatography; Machine learning; Organic chemistry; Analytical Chemistry (journal)","authors":[{"name":"Fahimeh Hadavimoghaddam","is_ca":false},{"name":"Behnam Amiri-Ramsheh","is_ca":false},{"name":"Saeid Atashrouz","is_ca":false},{"name":"Meftah Ali Abuswer","is_ca":false},{"name":"Qichao Lv","is_ca":false},{"name":"Ahmad Mohaddespour","is_ca":true},{"name":"Mehdi Ostadhassan","is_ca":false},{"name":"Abdolhossein Hemmati‐Sarapardeh","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06369034914852083,"gpt":0.2378339474729194,"spread":0.1741435983243986,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003257139,0.0002085553,0.0002670939,0.0002705084,0.00009097781,0.0001394677,0.0002560287,0.0001110462,0.000004189596],"category_scores_gemma":[0.00002799538,0.0001854217,0.00005942923,0.0007917254,0.0005149191,0.0003646534,0.0001205992,0.0002337736,0.000001506733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009157127,"about_ca_system_score_gemma":0.00005044603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001953103,"about_ca_topic_score_gemma":0.00002882379,"domain_scores_codex":[0.998675,0.000006622729,0.0002685037,0.0003957289,0.000274728,0.0003794324],"domain_scores_gemma":[0.9996513,0.00005377872,0.00002749472,0.000207695,0.00001443823,0.00004532448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003735385,0.000008803258,0.00006046784,0.0001652728,0.0000263128,0.000001809172,0.001030045,0.7751941,0.2042328,0.01721453,0.00001104155,0.002051013],"study_design_scores_gemma":[0.0001121153,0.00001422741,0.00001444956,0.00008831021,0.00003026303,0.00001246546,0.002398275,0.9525317,0.04153984,0.003004643,0.00001873655,0.0002349656],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9016352,0.003688131,0.0897907,0.00003728695,0.0001908539,0.0002178054,0.00002157663,0.0005682253,0.003850276],"genre_scores_gemma":[0.9916851,0.00008506596,0.008134417,0.000006467893,0.00003102998,0.00002496727,0.000002313579,0.00002255713,0.000008062623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1773376,"threshold_uncertainty_score":0.7561276,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400981243","doi":"10.1007/s42452-024-06094-8","title":"Sustainability of cool and black roofs with high initial construction moisture","year":2024,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Phoenix; Roof; Green roof; Moisture; Environmental science; Water content; Reflective surfaces; Sustainability; Geotechnical engineering; Civil engineering; Engineering; Meteorology; Geography; Mathematics; Archaeology","authors":[{"name":"Hamed H. Saber","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005306312759752437,"gpt":0.2248652871512691,"spread":0.2195589743915166,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002052842,0.0000829852,0.00008928244,0.00003004061,0.00009718724,0.00008066054,0.00009039877,0.00003307128,0.0001602159],"category_scores_gemma":[0.00000913721,0.00005577932,0.0000128002,0.000357516,0.002266728,0.0003133768,0.00005980079,0.00006607448,0.00001211753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006787403,"about_ca_system_score_gemma":0.00006157993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003353163,"about_ca_topic_score_gemma":0.0001751311,"domain_scores_codex":[0.9991261,0.00001518602,0.0001119022,0.0003159268,0.0002895862,0.0001413092],"domain_scores_gemma":[0.9997934,0.00004545327,0.00002857099,0.00008845711,0.000006712138,0.00003737282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003844199,0.0002167523,0.5235137,0.0005486263,0.00006282535,0.00002651195,0.0142383,0.02058102,0.03443688,0.3600466,0.003891892,0.04205246],"study_design_scores_gemma":[0.001164658,0.0007874169,0.7457605,0.0001045342,0.0001190789,0.00005829161,0.01399929,0.005181204,0.07820047,0.1504853,0.003255482,0.0008838294],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849153,0.00002208233,0.001952393,0.0002171516,0.00005651309,0.0002383209,0.00001267298,0.00002494316,0.01256059],"genre_scores_gemma":[0.9993236,0.000002916746,0.0005308215,0.0000267823,0.00002295613,0.00001231738,0.000003789369,0.000003685314,0.0000731089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2222467,"threshold_uncertainty_score":0.8351853,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}