{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":60,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":60,"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":"66d7ecb0ef74","filters":{"venue":"Nature Mental Health"}},"results":[{"id":"W4409968466","doi":"10.1038/s44220-025-00423-5","title":"The Global Flourishing Study: Study Profile and Initial Results on Flourishing","year":2025,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":108,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"Templeton World Charity Foundation; Templeton Religion Trust; Fetzer Institute; John Templeton Foundation","keywords":"Flourishing; Promotion (chess); Distribution (mathematics); Psychology; Data collection; Well-being; Social science; Political science; Social psychology; Sociology; Politics; Law; Mathematics","authors":[{"name":"Tyler J. VanderWeele","is_ca":false},{"name":"Byron R. Johnson","is_ca":false},{"name":"Piotr Białowolski","is_ca":false},{"name":"Rebecca Bonhag","is_ca":false},{"name":"Matt Bradshaw","is_ca":false},{"name":"Thomas Breedlove","is_ca":false},{"name":"Brendan Case","is_ca":false},{"name":"Ying Chen","is_ca":false},{"name":"Zhuo Job Chen","is_ca":false},{"name":"Victor Counted","is_ca":false},{"name":"Richard G. Cowden","is_ca":false},{"name":"Pedro Antonio de la Rosa","is_ca":false},{"name":"Chris Felton","is_ca":false},{"name":"Alex Fogleman","is_ca":false},{"name":"Cristina B. Gibson","is_ca":false},{"name":"Nikolitsa Grigoropoulou","is_ca":false},{"name":"Craig Gundersen","is_ca":false},{"name":"Sung Joon Jang","is_ca":false},{"name":"Kathryn A. Johnson","is_ca":false},{"name":"Blake Victor Kent","is_ca":false},{"name":"Eric S. Kim","is_ca":true},{"name":"Young-Il Kim","is_ca":false},{"name":"Hayami K. Koga","is_ca":false},{"name":"Matthew T. Lee","is_ca":false},{"name":"Noemi Le Pertel","is_ca":false},{"name":"Tim Lomas","is_ca":false},{"name":"Katelyn Long","is_ca":false},{"name":"Lucía Macchia","is_ca":false},{"name":"Christos Makridis","is_ca":false},{"name":"Lesley Markham","is_ca":false},{"name":"Julia S. Nakamura","is_ca":true},{"name":"Nicholas Norman-Krause","is_ca":false},{"name":"Chukwuemeka N. Okafor","is_ca":false},{"name":"Sakurako S. Okuzono","is_ca":false},{"name":"Suzanne T Ouyang","is_ca":false},{"name":"R. Noah Padgett","is_ca":false},{"name":"Jason Paltzer","is_ca":false},{"name":"James L. Ritchie‐Dunham","is_ca":false},{"name":"Zacc Ritter","is_ca":false},{"name":"Rajesh Srinivasan","is_ca":false},{"name":"John Ssozi","is_ca":false},{"name":"Dorota Węziak‐Białowolska","is_ca":false},{"name":"Renae Wilkinson","is_ca":false},{"name":"Robert D. Woodberry","is_ca":false},{"name":"Jennifer Susan Wortham","is_ca":false},{"name":"George Yancey","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01963223825870437,"gpt":0.4324171146532749,"spread":0.4127848763945706,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001849173,0.0002093155,0.0002493444,0.00006173625,0.001172716,0.0001428382,0.0002407585,0.000233745,0.00002149248],"category_scores_gemma":[0.0001513116,0.0001424178,0.00004255016,0.000369445,0.0000549229,0.00006666165,0.00009707122,0.001349484,0.00003524441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003092462,"about_ca_system_score_gemma":0.00005484542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001178277,"about_ca_topic_score_gemma":0.001024834,"domain_scores_codex":[0.9970915,0.00100083,0.0004545163,0.0006332715,0.0003619186,0.0004579787],"domain_scores_gemma":[0.9989709,0.0003069589,0.0001592236,0.0004081845,0.00002809536,0.0001266081],"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":[0.008203601,0.005458532,0.2075317,0.00004056203,0.0004453919,0.0001040663,0.02352769,0.000003338085,0.000004255188,0.009817783,0.2502238,0.4946393],"study_design_scores_gemma":[0.005949148,0.004180505,0.9275438,0.0001041711,0.0000221448,0.00001643919,0.02591523,0.00001502711,0.000006897233,0.001330607,0.03471062,0.0002054242],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8893767,0.001109422,0.000006204561,0.01064771,0.006173703,0.002001285,0.00009882181,0.0001449925,0.09044115],"genre_scores_gemma":[0.9952169,0.00002494752,0.00003406832,0.003250881,0.0003483091,0.00006569856,0.00002297974,0.00001030821,0.001025897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7200121,"threshold_uncertainty_score":0.90197,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4383815381","doi":"10.1038/s44220-023-00081-5","title":"Systematic review and individual participant data meta-analysis of randomized controlled trials assessing mindfulness-based programs for mental health promotion","year":2023,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Mindfulness and Compassion Interventions","field":"Psychology","cited_by":100,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"National Center for Research Resources; National Institute of Mental Health; NIHR Cambridge Biomedical Research Centre; University of Phayao; Radboud Universitair Medisch Centrum; KWF Kankerbestrijding; National Institute of Child Health and Human Development; Alberta Children's Hospital Foundation; Waisman Center; National Institute for Health and Care Research; Health Promotion Administration, Ministry of Health and Welfare; Wellcome Trust; Hope for Depression Research Foundation; National Center for Complementary and Integrative Health; Medical Research Council; Fetzer Institute; Department of Health and Social Care; National Center for Complementary and Alternative Medicine; Children's Hospital Foundation; John Templeton Foundation; University of Cambridge; National Institutes of Health; U.S. Department of Health and Human Services","keywords":"Mental health; Randomized controlled trial; Meta-analysis; Mindfulness; Anxiety; Distress; Medicine; Clinical trial; Clinical psychology; Psychology; Psychiatry","authors":[{"name":"Julieta Galante","is_ca":false},{"name":"Claire Friedrich","is_ca":false},{"name":"Napaporn Aeamla-Or","is_ca":false},{"name":"M.A.D.W. de Jong","is_ca":false},{"name":"Bruce Barrett","is_ca":false},{"name":"Susan M. Bögels","is_ca":false},{"name":"Jan K. Buitelaar","is_ca":false},{"name":"Mary Checovich","is_ca":false},{"name":"Michael Christopher","is_ca":false},{"name":"Richard J. Davidson","is_ca":false},{"name":"Antonia Errázuriz","is_ca":false},{"name":"Simon B. Goldberg","is_ca":false},{"name":"Corina U. Greven","is_ca":false},{"name":"Matthew J. Hirshberg","is_ca":false},{"name":"Shu-Ling Huang","is_ca":false},{"name":"Matthew Hunsinger","is_ca":false},{"name":"Yoon‐Suk Hwang","is_ca":false},{"name":"Peter B. Jones","is_ca":false},{"name":"Oleg N. Medvedev","is_ca":false},{"name":"Melissa A. Rosenkranz","is_ca":false},{"name":"Melanie P. J. Schellekens","is_ca":false},{"name":"Nienke M. Siebelink","is_ca":false},{"name":"Nirbhay N. Singh","is_ca":false},{"name":"Anne Speckens","is_ca":false},{"name":"Feng‐Cheng Tang","is_ca":false},{"name":"Lianne Tomfohr‐Madsen","is_ca":true},{"name":"Tim Dalgleish","is_ca":false},{"name":"Ian R. White","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3560408328863626,"gpt":0.5229056293201367,"spread":0.1668647964337741,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0449635,0.0003392133,0.01391895,0.0005805761,0.0003804389,0.000101279,0.0004114777,0.0001769591,0.001098175],"category_scores_gemma":[0.001345147,0.0001976592,0.003140286,0.001093207,0.00009593752,0.0001268226,0.0001076205,0.000304951,0.000005162424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005643616,"about_ca_system_score_gemma":0.0002329705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001022516,"about_ca_topic_score_gemma":0.0001272277,"domain_scores_codex":[0.984768,0.008814045,0.004504288,0.0006881946,0.0006961924,0.0005292702],"domain_scores_gemma":[0.9925171,0.002107782,0.004186471,0.0008293454,0.0001272483,0.0002321203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.01693456,0.004045339,0.00001561135,0.2060191,0.6851199,0.000002662433,0.001578153,0.000004046927,0.00000198793,0.01640249,0.06407566,0.005800479],"study_design_scores_gemma":[0.1541123,0.0008226863,0.00005109427,0.01496328,0.8209013,0.000008029237,0.00223289,0.005673946,0.00004140408,0.0006013191,0.0002078854,0.0003838972],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.004142451,0.7256886,0.03199928,0.1053056,0.002871432,0.1120275,0.01754709,0.0003416703,0.00007632218],"genre_scores_gemma":[0.9339812,0.00009951682,0.000492812,0.001946114,0.00004845328,0.05100982,0.01185776,0.00004248411,0.0005218611],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9298387,"threshold_uncertainty_score":0.9998149,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4353055421","doi":"10.1038/s44220-023-00024-0","title":"Neuroimaging biomarkers define neurophysiological subtypes with distinct trajectories in schizophrenia","year":2023,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":94,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; Douglas Mental Health University Institute; Lawson Health Research Institute; Western University","funders":"National Institutes of Health; Higher Education Discipline Innovation Project; Fonds de Recherche du Québec - Santé; Shanghai Rising-Star Program; McGill University; Science and Technology Commission of Shanghai Municipality; National Center for Research Resources; National Institute of Mental Health; China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Transcranial magnetic stimulation; Neuroimaging; Atrophy; Schizophrenia (object-oriented programming); Neuroscience; Psychology; Magnetic resonance imaging; Alzheimer's Disease Neuroimaging Initiative; Disease; Neurophysiology; Medicine; Psychiatry; Pathology; Stimulation; Cognition; Radiology; Cognitive impairment","authors":[{"name":"Yuchao Jiang","is_ca":false},{"name":"Jijun Wang","is_ca":false},{"name":"Enpeng Zhou","is_ca":false},{"name":"Lena Palaniyappan","is_ca":true},{"name":"Cheng Luo","is_ca":false},{"name":"Gong‐Jun Ji","is_ca":false},{"name":"Jie Yang","is_ca":false},{"name":"Yingchan Wang","is_ca":false},{"name":"Yuyanan Zhang","is_ca":false},{"name":"Chu‐Chung Huang","is_ca":false},{"name":"Shih‐Jen Tsai","is_ca":false},{"name":"Xiao Chang","is_ca":false},{"name":"Chao Xie","is_ca":false},{"name":"Wei Zhang","is_ca":false},{"name":"Jinchao Lv","is_ca":false},{"name":"Di Chen","is_ca":false},{"name":"Chun Shen","is_ca":false},{"name":"Xinran Wu","is_ca":false},{"name":"Bei Zhang","is_ca":false},{"name":"Nanyu Kuang","is_ca":false},{"name":"Yun-Jun Sun","is_ca":false},{"name":"Jujiao Kang","is_ca":false},{"name":"Jie Zhang","is_ca":false},{"name":"Huan Huang","is_ca":false},{"name":"Hui He","is_ca":false},{"name":"Mingjun Duan","is_ca":false},{"name":"Yingying Tang","is_ca":false},{"name":"Tianhong Zhang","is_ca":false},{"name":"Chunbo Li","is_ca":false},{"name":"Xin Yu","is_ca":false},{"name":"Tianmei Si","is_ca":false},{"name":"Weihua Yue","is_ca":false},{"name":"Zhening Liu","is_ca":false},{"name":"Long‐Biao Cui","is_ca":false},{"name":"Kai Wang","is_ca":false},{"name":"Jingliang Cheng","is_ca":false},{"name":"Ching‐Po Lin","is_ca":false},{"name":"Dezhong Yao","is_ca":false},{"name":"Wei Cheng","is_ca":false},{"name":"Jianfeng Feng","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02436680363232796,"gpt":0.293441297030725,"spread":0.2690744933983971,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002218158,0.000211918,0.0002551365,0.000201768,0.0004017548,0.00003102049,0.0001724579,0.00006562276,0.00001012616],"category_scores_gemma":[0.001480147,0.0001580386,0.00004467486,0.001487675,0.0002092093,0.0001351703,0.0001273275,0.0006512587,0.00004492194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001385885,"about_ca_system_score_gemma":0.00009428299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008439382,"about_ca_topic_score_gemma":0.0003131932,"domain_scores_codex":[0.9979857,0.0002565825,0.000194068,0.0006974588,0.0003844344,0.000481716],"domain_scores_gemma":[0.9980198,0.001608634,0.00007833051,0.000183591,0.0000159225,0.00009377106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01955009,0.0018946,0.3861386,0.001170791,0.0001098863,0.001977655,0.003114652,0.0003624249,0.383062,0.02505623,0.1087253,0.06883775],"study_design_scores_gemma":[0.001355274,0.0007800641,0.9885227,0.00007537622,0.000002769046,0.0000678899,0.0001466187,0.0004830979,0.003282896,0.0006488954,0.004357153,0.0002772573],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741003,0.0001951476,0.000002868855,0.02371429,0.000916281,0.0003647688,0.00005377237,0.000308843,0.0003437357],"genre_scores_gemma":[0.9941251,0.00007802957,0.0001307317,0.005438386,0.00008564981,0.00002438349,0.00002180084,0.00002523046,0.000070642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.602384,"threshold_uncertainty_score":0.6444628,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399388126","doi":"10.1038/s44220-024-00259-5","title":"Early detection of dementia with default-mode network effective connectivity","year":2024,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":63,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Institute for Advanced Research","funders":"National Institute for Health and Care Research; Queen Mary University of London","keywords":"Default mode network; Dementia; Computer science; Neuroscience; Functional connectivity; Psychology; Medicine; Internal medicine; Disease","authors":[{"name":"Sam Ereira","is_ca":false},{"name":"Sheena Waters","is_ca":false},{"name":"Adeel Razi","is_ca":true},{"name":"Charles R. Marshall","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008747990774074307,"gpt":0.2928453135576431,"spread":0.2840973227835688,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000429066,0.0002055523,0.0002756612,0.0001115357,0.0004094163,0.0000370867,0.000106046,0.0001270522,0.000009815356],"category_scores_gemma":[0.0004840994,0.0001653003,0.00007997326,0.0007447579,0.0001369091,0.0002479177,0.00007586399,0.0007267522,0.00001900172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003554135,"about_ca_system_score_gemma":0.0001120242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003001298,"about_ca_topic_score_gemma":0.0009235315,"domain_scores_codex":[0.9980109,0.0003122987,0.000192585,0.0006281601,0.0004713935,0.0003846168],"domain_scores_gemma":[0.9969631,0.002619806,0.0001040704,0.0001822925,0.00004306145,0.00008767009],"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":[0.00650492,0.001499378,0.02740452,0.003617751,0.00128192,0.0001383435,0.009674774,0.00188359,0.5897865,0.04887842,0.03113077,0.2781991],"study_design_scores_gemma":[0.003051811,0.009718914,0.2272055,0.001527849,0.0001472118,0.0003400406,0.0003929998,0.005973311,0.7070755,0.007261793,0.03619565,0.001109435],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843373,0.004370934,0.002418028,0.003664542,0.002516828,0.001349976,0.0001050417,0.0002887087,0.0009486709],"genre_scores_gemma":[0.9975872,0.00005036463,0.0001478388,0.001830726,0.0002253995,0.00007234138,0.000003958379,0.00003037127,0.00005182537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2770897,"threshold_uncertainty_score":0.6740752,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4383823189","doi":"10.1038/s44220-023-00086-0","title":"Time to synergize mental health with brain health","year":2023,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":61,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"Fondo de Financiamiento de Centros de Investigación en Áreas Prioritarias; Office of Extramural Research, National Institutes of Health; Fogarty International Center; Agencia Nacional de Investigación y Desarrollo; National Institute on Aging; U.S. Department of Health and Human Services; National Institutes of Health; Alzheimer's Association","keywords":"Neurocognitive; Mental health; Intervention (counseling); Disease; Psychology; Psychiatry; Brain disease; Psychological intervention; Medicine; Neuroscience; Cognition; Pathology","authors":[{"name":"Agustín Ibáñez","is_ca":false},{"name":"Eduardo R. Zimmer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006446470848758487,"gpt":0.2875114911225852,"spread":0.2810650202738267,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003454601,0.0005786712,0.0007613337,0.0002630427,0.001543132,0.00005357093,0.000530904,0.0002199854,0.002633336],"category_scores_gemma":[0.00005590489,0.0005275478,0.000104928,0.001721502,0.0002745363,0.0003421652,0.0005325378,0.001295424,0.01364763],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005505594,"about_ca_system_score_gemma":0.000515685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001958113,"about_ca_topic_score_gemma":0.001561465,"domain_scores_codex":[0.992792,0.0007587984,0.000833381,0.001636778,0.001620595,0.00235843],"domain_scores_gemma":[0.9965862,0.0001408321,0.0004389222,0.0007568058,0.000008581866,0.002068666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002053738,0.0003764339,0.003346252,0.0001961221,0.00003611226,0.00002278117,0.008033072,0.0002638882,0.0005645779,0.00007187616,0.8559378,0.1309457],"study_design_scores_gemma":[0.002552754,0.003686762,0.0813364,0.0005902722,0.000004201674,0.0001175889,0.002028734,0.0009945062,0.000214179,0.00007324015,0.9074309,0.0009704654],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2921455,0.001066152,0.0001826989,0.6912143,0.0007441296,0.006742092,0.0009545571,0.0009031883,0.006047363],"genre_scores_gemma":[0.5414115,0.001153066,0.006398465,0.4293304,0.0003787659,0.0002763431,0.001938599,0.0003546798,0.01875825],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2618839,"threshold_uncertainty_score":0.9997567,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407549600","doi":"10.1038/s44220-025-00390-x","title":"An analysis on the role of glucagon-like peptide-1 receptor agonists in cognitive and mental health disorders","year":2025,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Medical Research Council; National Institute for Health and Care Research; UK Research and Innovation; Wellcome Trust","keywords":"Mental health; Receptor; Cognition; Psychology; Medicine; Psychiatry; Internal medicine","authors":[{"name":"Riccardo De Giorgi","is_ca":false},{"name":"Ana Ghenciulescu","is_ca":false},{"name":"Oliwia Dziwisz","is_ca":false},{"name":"Maxime Taquet","is_ca":false},{"name":"Amanda Adler","is_ca":false},{"name":"Ivan Koychev","is_ca":false},{"name":"Rachel Upthegrove","is_ca":false},{"name":"Marco Solmi","is_ca":true},{"name":"Robert A. McCutcheon","is_ca":false},{"name":"Toby Pillinger","is_ca":false},{"name":"Philip J. Cowen","is_ca":false},{"name":"Catherine J. Harmer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004721124218612232,"gpt":0.3117930623470826,"spread":0.3070719381284704,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004149026,0.0001821957,0.0004556531,0.0003633484,0.0001799021,0.00001463275,0.00007999161,0.00008329019,0.00005236276],"category_scores_gemma":[0.00001158443,0.0001283026,0.00009418828,0.0006908425,0.00008705365,0.00005309311,0.00004810368,0.0003187315,0.00000302498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004367584,"about_ca_system_score_gemma":0.000143763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000786002,"about_ca_topic_score_gemma":0.002735878,"domain_scores_codex":[0.9985979,0.0001447338,0.0003038535,0.0003567421,0.0002752731,0.0003215236],"domain_scores_gemma":[0.9994218,0.00006326261,0.0001382001,0.000216442,0.00002014801,0.0001400957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002036504,0.005190473,0.5799145,0.0006085502,0.002440848,0.00000226519,0.008584484,0.00000405614,0.0002268932,0.00919609,0.01691543,0.37488],"study_design_scores_gemma":[0.01306995,0.009130306,0.8321946,0.002265049,0.0006720675,0.000001599277,0.04887349,0.00147106,0.002298818,0.0008788625,0.08861744,0.0005268173],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9516034,0.007848473,0.000004854736,0.03396827,0.0002275543,0.002061125,0.0001831364,0.0000314045,0.004071786],"genre_scores_gemma":[0.9880776,0.001939037,0.0001266972,0.008376238,0.00001617541,0.00004185346,0.0008096701,0.00001106105,0.0006016141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3743531,"threshold_uncertainty_score":0.5232027,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388404555","doi":"10.1038/s44220-023-00133-w","title":"Recent advances in the neuroscience of spontaneous and off-task thought: implications for mental health","year":2023,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Mind wandering and attention","field":"Neuroscience","cited_by":59,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia; Hotchkiss Brain Institute; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; National Institutes of Health; National Institute of Mental Health; U.S. Department of Health and Human Services","keywords":"Neuroscience; Psychology; Task (project management); Mental health; Perspective (graphical); Mental illness; Default mode network; Cognitive science; Cognitive psychology; Cognition; Psychotherapist; Computer science","authors":[{"name":"Aaron Kucyi","is_ca":false},{"name":"Julia W. Y. Kam","is_ca":true},{"name":"Jessica R. Andrews‐Hanna","is_ca":false},{"name":"Kalina Christoff","is_ca":true},{"name":"Susan Whitfield‐Gabrieli","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03410700372388275,"gpt":0.378517671956013,"spread":0.3444106682321303,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005952747,0.00009725771,0.0001462903,0.00009474965,0.0004711057,0.00002111621,0.0002035554,0.00004289056,0.000001562935],"category_scores_gemma":[0.00008619441,0.00007110839,0.00003066774,0.000601428,0.000086163,0.0001134153,0.00004367307,0.0002220008,0.000001251604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009136013,"about_ca_system_score_gemma":0.0000975326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001008295,"about_ca_topic_score_gemma":0.0001521723,"domain_scores_codex":[0.9986858,0.0001387253,0.0002569325,0.000355697,0.0002283986,0.0003344921],"domain_scores_gemma":[0.99947,0.0001209485,0.0001542714,0.0001668021,0.00001089843,0.00007708625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001985178,0.0004365855,0.00141518,0.0004065645,0.000001269091,0.000007294891,0.004914012,0.00002944224,0.0388652,0.01325292,0.01943829,0.9210347],"study_design_scores_gemma":[0.001447362,0.001379538,0.05717851,0.0002064589,0.000002855194,0.0006055815,0.001470377,0.00129082,0.003181357,0.002464838,0.9305229,0.0002494538],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6503481,0.01989438,0.0001268874,0.3226274,0.001773874,0.003498394,0.001270422,0.0001232088,0.0003374039],"genre_scores_gemma":[0.9571075,0.03267125,0.0000842965,0.009889184,0.00003595315,0.00004654493,0.00004612518,0.000009746502,0.0001093953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9207852,"threshold_uncertainty_score":0.3623412,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396624676","doi":"10.1038/s44220-024-00237-x","title":"Ensemble deep learning for Alzheimer’s disease characterization and estimation","year":2024,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Brain Tumor Detection and Classification","field":"Neuroscience","cited_by":53,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"Science and Engineering Research Board; Department of Science and Technology, Ministry of Science and Technology, India","keywords":"Ensemble learning; Artificial intelligence; Deep learning; Disease; Machine learning; Computer science; Psychology; Medicine; Internal medicine","authors":[{"name":"M. Tanveer","is_ca":false},{"name":"Tushar Goel","is_ca":false},{"name":"Rahul Sharma","is_ca":false},{"name":"A. K. Malik","is_ca":false},{"name":"Iman Beheshti","is_ca":true},{"name":"Javier Del Ser","is_ca":false},{"name":"Ponnuthurai Nagaratnam Suganthan","is_ca":false},{"name":"Chin‐Teng Lin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0277679357704289,"gpt":0.3334820899199784,"spread":0.3057141541495495,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001364852,0.00006957755,0.0000581036,0.00006747858,0.0002969596,0.00008543497,0.0000319234,0.00005039563,0.00001097958],"category_scores_gemma":[0.00008536986,0.00006585332,0.00002165846,0.0001499159,0.00002067264,0.0001849804,0.0000096436,0.0002148622,0.0000132502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006780629,"about_ca_system_score_gemma":0.00004141845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001242885,"about_ca_topic_score_gemma":0.000001951904,"domain_scores_codex":[0.9993104,0.00006310632,0.0001134929,0.0002660593,0.000121081,0.0001258568],"domain_scores_gemma":[0.9997208,0.00006217683,0.00004711143,0.00005590002,0.000009434287,0.0001045651],"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":[0.00008188991,0.00003476063,0.00005495801,0.0002059056,0.000002746319,0.000001295878,0.0005730044,0.00001389782,0.13086,0.01270898,0.0002739928,0.8551885],"study_design_scores_gemma":[0.0004377491,0.0002378148,0.01833152,0.0001359833,0.00001948949,0.00003616705,0.00009184102,0.8159328,0.04991236,0.0009789127,0.1136716,0.0002137712],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6230897,0.01009203,0.2684436,0.08359442,0.006928948,0.005135516,0.0002207711,0.00180863,0.0006864213],"genre_scores_gemma":[0.997182,0.0001590812,0.0002295445,0.001777472,0.00007639396,0.00004952942,0.0001615045,0.00001480341,0.0003497359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8549747,"threshold_uncertainty_score":0.2685421,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4366264274","doi":"10.1038/s44220-023-00043-x","title":"A longitudinal study of late-life psychosis and incident dementia and the potential effects of race and cognition","year":2023,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Libin Cardiovascular Institute of Alberta; Hotchkiss Brain Institute; St. Michael's Hospital; University of Calgary","funders":"National Institute on Aging; Mathison Centre for Mental Health Research and Education; Department of Health and Social Care; Canadian Institutes of Health Research; National Institute for Health and Care Research; National Institutes of Health; University of Calgary","keywords":"Psychosis; Dementia; Hazard ratio; Psychology; Psychiatry; Cognition; Proportional hazards model; Clinical psychology; Medicine; Internal medicine; Confidence interval; Disease","authors":[{"name":"Zahinoor Ismail","is_ca":true},{"name":"Maryam Ghahremani","is_ca":true},{"name":"Muhammad Amlish Munir","is_ca":true},{"name":"Corinne E. Fischer","is_ca":true},{"name":"Eric E. Smith","is_ca":true},{"name":"Byron Creese","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01200421752733102,"gpt":0.3624903684485266,"spread":0.3504861509211956,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007549209,0.0001083941,0.0003164841,0.0001470024,0.0001502754,0.00001400043,0.00003553401,0.00006261968,0.00001271184],"category_scores_gemma":[0.00006478856,0.00007285142,0.0000295846,0.0002467802,0.0001741806,0.00005098376,0.0001194748,0.0002724702,0.000001002308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001663474,"about_ca_system_score_gemma":0.0000413473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001885865,"about_ca_topic_score_gemma":0.000071171,"domain_scores_codex":[0.9986268,0.0001988741,0.0002492217,0.0002289909,0.0004933053,0.0002028616],"domain_scores_gemma":[0.9994398,0.0001197973,0.0001214727,0.00009207571,0.00007640693,0.0001504644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003161199,0.001049512,0.973287,0.002000547,0.0005846327,0.00002710479,0.002934952,1.482426e-7,0.001662313,0.00007654719,0.001261559,0.01395444],"study_design_scores_gemma":[0.01300765,0.002598665,0.9809666,0.000227115,0.0002465724,0.00002175828,0.001933735,0.0001233506,0.0006972281,0.00009992995,0.00002664892,0.00005079131],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901263,0.004954774,0.00001587084,0.002685801,0.0001044154,0.00203979,0.00001257765,0.00001394328,0.00004654034],"genre_scores_gemma":[0.9968902,0.002565917,0.00002789041,0.0003564203,0.0000280567,0.00004566205,0.00002778465,0.000009249606,0.00004881536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01390365,"threshold_uncertainty_score":0.2970794,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390579061","doi":"10.1038/s44220-023-00162-5","title":"The influence of early-life adversity on the coupling of structural and functional brain connectivity across childhood","year":2024,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":40,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Douglas Mental Health University Institute; Canadian Institute for Advanced Research; University of British Columbia","funders":"Medical Research Council; National Medical Research Council; Hope for Depression Research Foundation; National Research Foundation Singapore; JPB Foundation; Singapore Institute for Clinical Sciences; National University Health System; Jacobs Foundation; National Research Foundation","keywords":"Neuroimaging; Cohort; Late childhood; Association (psychology); Psychology; Early childhood; Developmental psychology; Correlation; Medicine; Neuroscience; Internal medicine","authors":[{"name":"Shi Yu Chan","is_ca":false},{"name":"Zhen Ming Ngoh","is_ca":false},{"name":"Zi Yan Ong","is_ca":false},{"name":"Ai Ling Teh","is_ca":false},{"name":"Michelle Z. L. Kee","is_ca":false},{"name":"Juan Zhou","is_ca":false},{"name":"Marielle V. Fortier","is_ca":false},{"name":"Fabian Yap","is_ca":false},{"name":"Julia L. MacIsaac","is_ca":true},{"name":"Michael S. Kobor","is_ca":true},{"name":"Patrícia Pelufo Silveira","is_ca":true},{"name":"Michael J. Meaney","is_ca":true},{"name":"Ai Peng Tan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01678976754486071,"gpt":0.302271598442342,"spread":0.2854818308974812,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007620855,0.0001300368,0.0001658872,0.00003176349,0.001078967,0.00003416222,0.0001409139,0.00007197684,0.000005051927],"category_scores_gemma":[0.003191492,0.00007590143,0.00006082898,0.0002902972,0.0004575835,0.0001406554,0.0001677359,0.0006849096,0.000002196713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001077359,"about_ca_system_score_gemma":0.0001581229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009601194,"about_ca_topic_score_gemma":0.0001240812,"domain_scores_codex":[0.9986309,0.00009954178,0.0001863218,0.0003513541,0.0004977579,0.0002341615],"domain_scores_gemma":[0.9906918,0.008919019,0.000115343,0.0001728787,0.0000428105,0.00005813417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.004561464,0.0007050409,0.139521,0.001769713,0.0006100303,0.00001841341,0.03815857,0.007555434,0.1594203,0.5908459,0.04093342,0.01590069],"study_design_scores_gemma":[0.0003310217,0.0004033483,0.9859449,0.0001249128,0.000003877734,0.0000186463,0.0006865941,0.0007444863,0.009157166,0.001587463,0.0008992724,0.00009833177],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9621498,0.001067341,0.000003658963,0.03549213,0.0006161909,0.0003540489,0.0002435365,0.00003275184,0.00004052048],"genre_scores_gemma":[0.9947568,0.00005322918,0.000003977803,0.005069897,0.00006577257,0.000005539306,0.000001653243,0.000008211368,0.00003495047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8464239,"threshold_uncertainty_score":0.829865,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390791007","doi":"10.1038/s44220-023-00187-w","title":"Neuroanatomical dimensions in medication-free individuals with major depressive disorder and treatment response to SSRI antidepressant medications or placebo","year":2024,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Treatment of Major Depression","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; Centre for Global Health Research; University Health Network; McMaster University; University of Calgary; St. Joseph’s Healthcare Hamilton; Baycrest Hospital","funders":"National Institute of Mental Health; National Institute on Aging; Fundamental Research Funds for the Central Universities; Det Sundhedsvidenskabelige Fakultet, Københavns Universitet; Fok Ying Tong Education Foundation; Beijing Nova Program; Canadian Institutes of Health Research; NIHR Maudsley Biomedical Research Centre; Oxford Health NHS Foundation Trust; Cumming School of Medicine, University of Calgary; Mathison Centre for Mental Health Research and Education; Fok Ying Tung Education Foundation; Faculty of Health and Medical Sciences, University of Western Australia; Rotman Research Institute, Baycrest; Natural Science Foundation of Chongqing; Chinese Academy of Medical Sciences; Sichuan University; Victoria General Hospital Foundation; National Natural Science Foundation of China; Lister Institute of Preventive Medicine; National Institutes of Health; H. Lundbeck A/S; Rosetrees Trust; McMaster University; University of Oxford; National Institute for Health and Care Research; Wellcome; National Institute on Drug Abuse; South London and Maudsley NHS Foundation Trust; Government of Canada; Otsuka Canada Pharmaceutical; Hersh Foundation; Valeant Pharmaceuticals International; Wellcome Trust; King's College London; Neurocrine Biosciences; West China Hospital, Sichuan University; University of East London; Perelman School of Medicine, University of Pennsylvania; Sage Therapeutics; University of Texas Southwestern Medical Center; Michael Smith Health Research BC; Medical Research Council; Servier; Patient-Centered Outcomes Research Institute; Otsuka Pharmaceutical; National Institute of General Medical Sciences; National Alliance for Research on Schizophrenia and Depression; Lundbeckfonden; Eli Lilly and Company; American Foundation for Suicide Prevention; LivaNova; U.S. Department of Health and Human Services; William K. Warren Foundation; Ontario Brain Institute; Canadian Institute for Advanced Research; Sunovion; University of Pennsylvania; National Institute of Biomedical Imaging and Bioengineering; Rigshospitalet","keywords":"Antidepressant; Major depressive disorder; Placebo; Placebo response; Antidepressant medication; Psychiatry; Medicine; Depression (economics); Psychology; Alternative medicine; Anxiety","authors":[{"name":"Cynthia H.Y. Fu","is_ca":false},{"name":"Mathilde Antoniades","is_ca":false},{"name":"Güray Erus","is_ca":false},{"name":"José García","is_ca":false},{"name":"Yong Fan","is_ca":false},{"name":"Danilo Arnone","is_ca":false},{"name":"Stephen R. Arnott","is_ca":true},{"name":"Ki Sueng Choi","is_ca":false},{"name":"Cherise Chin Fatt","is_ca":false},{"name":"Benício N. Frey","is_ca":true},{"name":"Vibe G. Frøkjær","is_ca":false},{"name":"Melanie Ganz","is_ca":false},{"name":"Beata R. Godlewska","is_ca":false},{"name":"Stefanie Hassel","is_ca":true},{"name":"Keith Ho","is_ca":true},{"name":"Andrew M. McIntosh","is_ca":false},{"name":"Kun Qin","is_ca":false},{"name":"Susan Rotzinger","is_ca":true},{"name":"Matthew D. Sacchet","is_ca":false},{"name":"Jonathan Savitz","is_ca":false},{"name":"Haochang Shou","is_ca":false},{"name":"Ashish Singh","is_ca":false},{"name":"Aleks Stolicyn","is_ca":false},{"name":"Irina A. Strigo","is_ca":false},{"name":"Stephen C. Strother","is_ca":true},{"name":"Duygu Tosun","is_ca":false},{"name":"Teresa A. Victor","is_ca":false},{"name":"Dongtao Wei","is_ca":false},{"name":"Toby Wise","is_ca":false},{"name":"Roland Zahn","is_ca":false},{"name":"Ian Anderson","is_ca":false},{"name":"W. Edward Craighead","is_ca":false},{"name":"J.F.W. Deakin","is_ca":false},{"name":"Boadie W. Dunlop","is_ca":false},{"name":"Rebecca Elliott","is_ca":false},{"name":"Qiyong Gong","is_ca":false},{"name":"Ian H. Gotlib","is_ca":false},{"name":"Catherine J. Harmer","is_ca":false},{"name":"Sidney H. Kennedy","is_ca":true},{"name":"Gitte M. Knudsen","is_ca":false},{"name":"Helen S. Mayberg","is_ca":false},{"name":"Martin P. Paulus","is_ca":false},{"name":"Jiang Qiu","is_ca":false},{"name":"Madhukar H. Trivedi","is_ca":false},{"name":"Heather C. Whalley","is_ca":false},{"name":"Chao‐Gan Yan","is_ca":false},{"name":"Allan H. Young","is_ca":false},{"name":"Christos Davatzikos","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009884036739564232,"gpt":0.3330045478623511,"spread":0.3231205111227868,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000429956,0.000333212,0.000480419,0.0005487272,0.0002351665,0.00003972628,0.0001625506,0.0002438406,0.00009674198],"category_scores_gemma":[0.0002567285,0.0001985388,0.00004954704,0.0005946048,0.0001268715,0.000125584,0.000156892,0.000625001,0.00002244864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006014207,"about_ca_system_score_gemma":0.000875165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000292028,"about_ca_topic_score_gemma":0.001311753,"domain_scores_codex":[0.9972683,0.0002902809,0.000434504,0.0007965504,0.0007481648,0.0004622639],"domain_scores_gemma":[0.9978464,0.000691082,0.00008843268,0.0006560876,0.00003333876,0.0006846816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04678512,0.007087751,0.7265521,0.0009989275,0.001636548,0.002701534,0.01769853,0.00003329869,0.00376122,0.001735644,0.07079723,0.1202121],"study_design_scores_gemma":[0.02572528,0.005319959,0.8858573,0.003528767,0.0004007853,0.00124889,0.001067869,0.0007067635,0.001211532,0.0001171152,0.07431641,0.0004992606],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8599179,0.011682,0.00004720384,0.1246693,0.0002364235,0.002806077,0.0003473851,0.0001801495,0.0001136292],"genre_scores_gemma":[0.9919095,0.001286769,0.003026817,0.002174449,0.00007467339,0.0004272644,0.0002669141,0.00006177039,0.0007718331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1593053,"threshold_uncertainty_score":0.8096179,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393004132","doi":"10.1038/s44220-024-00215-3","title":"Emotion regulation flexibility and momentary affect in two cultures","year":2024,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":37,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"Tsinghua University; National Natural Science Foundation of China","keywords":"Affect (linguistics); Flexibility (engineering); Psychology; Affect regulation; Social psychology; Cognitive psychology; Communication; Economics; Management","authors":[{"name":"Shuquan Chen","is_ca":false},{"name":"Kaiwen Bi","is_ca":false},{"name":"Xuerui Han","is_ca":true},{"name":"Pei Sun","is_ca":false},{"name":"George A. Bonanno","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01553948192730439,"gpt":0.3919255712280154,"spread":0.3763860893007109,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003304896,0.0001104027,0.0001203835,0.00008857364,0.0001096209,0.00002691216,0.00003803191,0.00008894999,0.0002561822],"category_scores_gemma":[0.000002200585,0.0000906973,0.00003751456,0.0001903625,0.0000283493,0.00008056973,0.00001884512,0.0003870302,0.00003940333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002573605,"about_ca_system_score_gemma":0.00003507501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002084927,"about_ca_topic_score_gemma":0.0002266949,"domain_scores_codex":[0.9990137,0.0001025421,0.0001894531,0.0003386853,0.0001576403,0.0001979603],"domain_scores_gemma":[0.9998014,0.00001774175,0.00002601771,0.00007100157,0.000006922667,0.00007694252],"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":[0.0005612758,0.001265873,0.1181339,0.001390593,0.0001197937,0.00002702321,0.02812652,0.000006705357,0.0007216627,0.1329461,0.2584879,0.4582126],"study_design_scores_gemma":[0.0006187124,0.00006394404,0.9681392,0.0004540461,0.000002313703,0.00001881407,0.0004068348,0.00004960214,0.00002095779,0.005525532,0.02459058,0.0001094057],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9604943,0.0124158,0.00002114834,0.01772743,0.003916769,0.0005590324,0.00005466831,0.00009741815,0.004713424],"genre_scores_gemma":[0.9957485,0.0002206031,0.00008350273,0.002137735,0.0003090213,0.000006491074,0.0002698216,0.00000823461,0.001216132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8500053,"threshold_uncertainty_score":0.3698528,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387025497","doi":"10.1038/s44220-023-00128-7","title":"Heterogeneous neuroimaging findings across substance use disorders localize to a common brain network","year":2023,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":33,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"BC Mental Health & Substance Use Services; University of British Columbia","funders":"National Institute of Mental Health; Canadian Institutes of Health Research; National Institutes of Health; Child Neurology Foundation","keywords":"Neuroimaging; Insula; Neuroscience; Psychology; Connectome; Atrophy; Medicine; Pathology; Functional connectivity","authors":[{"name":"Jacob L. Stubbs","is_ca":true},{"name":"Joseph J. Taylor","is_ca":false},{"name":"Shan Siddiqi","is_ca":false},{"name":"Frédéric Schaper","is_ca":false},{"name":"Alexander L. Cohen","is_ca":false},{"name":"William Drew","is_ca":false},{"name":"Colleen A. Hanlon","is_ca":false},{"name":"Amir Abdolahi","is_ca":false},{"name":"Henry Z. Wang","is_ca":false},{"name":"William G. Honer","is_ca":true},{"name":"William J. Panenka","is_ca":true},{"name":"Michael Fox","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03359992471661399,"gpt":0.3439547323347916,"spread":0.3103548076181776,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005174216,0.0002613997,0.0003018454,0.0000925998,0.001254035,0.0001138135,0.0002992534,0.00009954457,0.000007712004],"category_scores_gemma":[0.001355087,0.0002660271,0.00009284211,0.001596132,0.0001232936,0.000227792,0.0002712829,0.0007029503,0.0001325501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003323265,"about_ca_system_score_gemma":0.00004274563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001731531,"about_ca_topic_score_gemma":0.004187569,"domain_scores_codex":[0.9970013,0.0002564297,0.0002700044,0.0008517371,0.000564928,0.00105563],"domain_scores_gemma":[0.9963221,0.003010099,0.00008152361,0.0003328608,0.00001903536,0.0002343669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008059677,0.0002810273,0.07051905,0.0002209424,0.00003203238,0.0001679581,0.009369535,0.01126361,0.009248541,0.00242766,0.8734956,0.02216803],"study_design_scores_gemma":[0.002709101,0.001462256,0.1878229,0.0004868305,0.000007825993,0.0002400057,0.0008343566,0.007483593,0.009565502,0.004061355,0.7837286,0.001597665],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8798957,0.0003104868,0.00007353524,0.1161541,0.002091559,0.0007621826,0.0001942025,0.000445023,0.00007317562],"genre_scores_gemma":[0.882191,0.0001050709,0.00008396533,0.1169406,0.0001335618,0.00003950528,0.00001980261,0.00004807154,0.0004384815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1173039,"threshold_uncertainty_score":0.9999792,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403104639","doi":"10.1038/s44220-024-00324-z","title":"Why reliving is not remembering and the unique neurobiological representation of traumatic memory","year":2024,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Memory and Neural Mechanisms","field":"Neuroscience","cited_by":27,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Traumatic memories; Psychology; Autobiographical memory; Episodic memory; Cognitive psychology; Representation (politics); Cognitive science; Neuroscience; Cognition; Recall","authors":[{"name":"Breanne E. Kearney","is_ca":true},{"name":"Ruth A. Lanius","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08066296086545377,"gpt":0.3762525422082302,"spread":0.2955895813427765,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004775311,0.0001037978,0.0001873802,0.00005046149,0.0001874757,0.00003268911,0.0001319815,0.00008983218,0.0000465132],"category_scores_gemma":[0.0001932498,0.00006246739,0.00005468086,0.0002533743,0.0001155597,0.0001132235,0.00007518526,0.0005553721,0.000003422541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002969351,"about_ca_system_score_gemma":0.00002197178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002173731,"about_ca_topic_score_gemma":0.000008732426,"domain_scores_codex":[0.9985678,0.0004540963,0.0002575836,0.0003470116,0.0002022486,0.0001712643],"domain_scores_gemma":[0.9991357,0.0005503869,0.00008001435,0.0001688717,0.000007099155,0.00005791475],"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":[0.0002680961,0.00003673115,0.00000775071,0.000573548,0.000004675052,0.00002024257,0.004288293,0.000004657909,0.9661765,0.01491767,0.003684152,0.01001776],"study_design_scores_gemma":[0.000347806,0.0001752303,0.0001206306,0.000228444,0.000005128715,0.0001563267,0.0002141291,0.002676613,0.9934064,0.002060699,0.000536281,0.00007232879],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9742926,0.0008034377,0.00005037972,0.02251302,0.0009060196,0.0006085201,0.00001995155,0.0000841666,0.0007218601],"genre_scores_gemma":[0.9794558,0.0005449527,0.0001044156,0.01963302,0.00004474899,0.000009906161,0.00000190989,0.0000101816,0.000195081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02722995,"threshold_uncertainty_score":0.2547346,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4366265069","doi":"10.1038/s44220-023-00042-y","title":"The coming global economic downturn and suicide: a call to action","year":2023,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Recession; Action (physics); Call to action; Economics; Business; Keynesian economics; Advertising","authors":[{"name":"Mark Sinyor","is_ca":true},{"name":"Keith Hawton","is_ca":false},{"name":"Louis Appleby","is_ca":false},{"name":"Gregory T. Armstrong","is_ca":false},{"name":"Michiko Ueda","is_ca":false},{"name":"David Gunnell","is_ca":false},{"name":"Navneet Kapur","is_ca":false},{"name":"Shu‐Sen Chang","is_ca":false},{"name":"Ella Arensman","is_ca":false},{"name":"Rory C. O’Connor","is_ca":false},{"name":"Ann John","is_ca":false},{"name":"Duleeka Knipe","is_ca":false},{"name":"Michael R. Phillips","is_ca":false},{"name":"Jane Pirkis","is_ca":false},{"name":"Rakhi Dandona","is_ca":false},{"name":"Lai Fong Chan","is_ca":false},{"name":"Jason Bantjes","is_ca":false},{"name":"Guilherme Borges","is_ca":false},{"name":"Richard McKeon","is_ca":false},{"name":"Thomas Niederkrotenthaler","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05635056570458603,"gpt":0.4928616227664537,"spread":0.4365110570618677,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007146661,0.0001141624,0.0001705671,0.00003617153,0.002620507,0.00001322394,0.00009238198,0.0001392393,0.00001910662],"category_scores_gemma":[0.00003218108,0.00007766725,0.00002817347,0.000154538,0.00003155483,0.00005098766,0.0001945717,0.0005402702,0.0002827284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008439051,"about_ca_system_score_gemma":0.0001414637,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001649424,"about_ca_topic_score_gemma":0.02022159,"domain_scores_codex":[0.9986899,0.0001755113,0.0002658719,0.0002127295,0.0001308321,0.0005251527],"domain_scores_gemma":[0.9993814,0.0002090173,0.00009523381,0.0001319456,0.00001904117,0.0001633447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001578877,0.00001122,0.2242369,0.0001348805,0.00003473255,0.000001360775,0.003526027,0.00000121893,0.00001613251,0.006674119,0.728148,0.03705753],"study_design_scores_gemma":[0.0006594106,0.0001407568,0.5013304,0.0001341308,0.000004676652,0.000002104469,0.004680024,0.00005401611,0.000004571206,0.0007742211,0.4920993,0.0001163864],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7764583,0.001939908,0.000003512185,0.2126729,0.003881972,0.001383599,0.0001661002,0.0002086739,0.003285002],"genre_scores_gemma":[0.9838694,0.001594265,0.00003526507,0.01036423,0.0004717362,0.00009545105,0.00005525422,0.00001560008,0.003498759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2770935,"threshold_uncertainty_score":0.998678,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4353055427","doi":"10.1038/s44220-023-00033-z","title":"Major depression, physical health and molecular senescence markers abnormalities","year":2023,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Telomeres, Telomerase, and Senescence","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"Taylor Family Institute for Innovative Psychiatric Research, Washington University School of Medicine in St. Louis; National Institutes of Health; National Institute of Mental Health; U.S. Department of Health and Human Services","keywords":"Senescence; Anxiety; Depression (economics); Phenotype; Cognition; Gerontology; Cognitive decline; Medicine; Psychology; Internal medicine; Biology; Psychiatry; Disease; Genetics; Dementia; Gene","authors":[{"name":"Johanna Seitz‐Holland","is_ca":false},{"name":"Benoit H. Mulsant","is_ca":true},{"name":"Charles F. Reynolds","is_ca":false},{"name":"Daniel M. Blumberger","is_ca":true},{"name":"Jordan F. Karp","is_ca":false},{"name":"Meryl A. Butters","is_ca":false},{"name":"Ana Paula Mendes‐Silva","is_ca":true},{"name":"Érica Leandro Marciano Vieira","is_ca":true},{"name":"George C. Tseng","is_ca":false},{"name":"Eric J. Lenze","is_ca":false},{"name":"Breno S. Diniz","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008454882964144263,"gpt":0.3164715158767514,"spread":0.3080166329126071,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003765295,0.000238326,0.0004665772,0.0001714457,0.0003692831,0.00002181639,0.0001023288,0.0001463307,0.0000174349],"category_scores_gemma":[0.00004901184,0.0001992349,0.00007954177,0.0004990741,0.0001360535,0.0000963111,0.00009254809,0.0006739683,0.00003373853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002013388,"about_ca_system_score_gemma":0.00044628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003556361,"about_ca_topic_score_gemma":0.0000354013,"domain_scores_codex":[0.9978421,0.0001390874,0.0003002116,0.0004762441,0.0005680345,0.0006743095],"domain_scores_gemma":[0.9987306,0.00006009676,0.0001176542,0.0003045978,0.00004120888,0.0007458485],"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":[0.003696203,0.001424025,0.2458731,0.01118189,0.0003217987,0.0009280856,0.03506729,0.000003450537,0.01982585,0.005633846,0.3379454,0.3380991],"study_design_scores_gemma":[0.01235786,0.004609,0.7907242,0.004781676,0.0000896183,0.00187682,0.02033671,0.002646601,0.01988345,0.001206346,0.1396488,0.001838842],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9595381,0.01173318,0.00002622346,0.02658028,0.0004966276,0.0008328093,0.00008596131,0.0003229282,0.0003838697],"genre_scores_gemma":[0.979771,0.001876026,0.0005237185,0.01663889,0.0001805525,0.00001783709,0.0002548608,0.00003707675,0.000700093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5448512,"threshold_uncertainty_score":0.8124565,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386498920","doi":"10.1038/s44220-023-00115-y","title":"Large-scale functional hyperconnectivity patterns in trauma-related dissociation: an rs-fMRI study of PTSD and its dissociative subtype","year":2023,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Psychosomatic Disorders and Their Treatments","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Joseph’s Healthcare Hamilton; Lawson Health Research Institute; McMaster University; Homewood Research Institute; Vector Institute; Western University","funders":"Canada Foundation for Innovation","keywords":"Dissociative; Dissociation (chemistry); Psychology; Neuroscience; Default mode network; Functional magnetic resonance imaging; Region of interest; Resting state fMRI; Population; Dissociative disorders; Psychopathology; Functional connectivity; Normative; Clinical psychology; Medicine","authors":[{"name":"Saurabh Bhaskar Shaw","is_ca":true},{"name":"Braeden A. Terpou","is_ca":true},{"name":"Maria Densmore","is_ca":true},{"name":"Jean Théberge","is_ca":true},{"name":"Paul Frewen","is_ca":true},{"name":"Margaret C. McKinnon","is_ca":true},{"name":"Ruth A. Lanius","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01941072564863596,"gpt":0.3351927575635235,"spread":0.3157820319148875,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003707666,0.0001401749,0.0003659093,0.0001295126,0.0001334677,0.000005726848,0.00003789515,0.0001492796,0.00005992996],"category_scores_gemma":[0.00002548659,0.0001174155,0.00004087509,0.0004319425,0.00001133386,0.0001084017,0.00002405791,0.0003230591,0.00000718096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002284069,"about_ca_system_score_gemma":0.00005133597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001941723,"about_ca_topic_score_gemma":0.003376466,"domain_scores_codex":[0.9986808,0.0001531663,0.0002847692,0.0002867764,0.0003366004,0.0002578658],"domain_scores_gemma":[0.9995107,0.00006228019,0.0001462157,0.0001174587,0.00003730688,0.0001260602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002462141,0.005613087,0.9505525,0.0001215197,0.0001525831,0.000008507615,0.04093788,0.000001157693,0.00003202391,0.0001057828,0.0002618798,0.001966847],"study_design_scores_gemma":[0.006562373,0.001328417,0.9615629,0.0001722173,0.00002032931,0.000004021329,0.02953621,0.0004431403,0.00002199112,0.0002450031,0.00002317138,0.00008021697],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955995,0.0003736853,0.000001430898,0.002174235,0.0002993981,0.001027393,0.0002096652,0.00004878293,0.0002658731],"genre_scores_gemma":[0.998907,0.00009411289,0.000007507855,0.0002516992,0.00002835162,0.00003059539,0.0004540902,0.00001685794,0.0002098097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01140167,"threshold_uncertainty_score":0.4788063,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411620024","doi":"10.1038/s44220-025-00422-6","title":"Brain and body energy metabolism and potential for treatment of psychiatric disorders","year":2025,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Diet and metabolism studies","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre for Addiction and Mental Health; University of Toronto","funders":"","keywords":"Energy metabolism; Psychiatry; Medicine; Internal medicine","authors":[{"name":"Ana C. Andreazza","is_ca":true},{"name":"L. Felipe Barros","is_ca":false},{"name":"Alexander Behnke","is_ca":false},{"name":"Dorit Ben‐Shachar","is_ca":false},{"name":"Sabina Berretta","is_ca":false},{"name":"Virginie-Anne Chouinard","is_ca":false},{"name":"Kim Q.","is_ca":false},{"name":"Sharmili Edwin Thanarajah","is_ca":false},{"name":"Hannelore Ehrenreich","is_ca":false},{"name":"Peter Falkai","is_ca":false},{"name":"J. H. Ford","is_ca":false},{"name":"Zachary Freyberg","is_ca":false},{"name":"Javier Gilbert‐Jaramillo","is_ca":false},{"name":"Jill R. Glausier","is_ca":false},{"name":"Manu S. Goyal","is_ca":false},{"name":"Margaret Hahn","is_ca":true},{"name":"Suzana Herculano‐Houzel","is_ca":false},{"name":"D. J. Hofmann","is_ca":false},{"name":"Iris‐Tatjana Kolassa","is_ca":false},{"name":"Matthias Mack","is_ca":false},{"name":"R. Nehir Mavioğlu","is_ca":false},{"name":"Robert E. McCullumsmith","is_ca":false},{"name":"Yuri Milaneschi","is_ca":false},{"name":"Anthony Molina","is_ca":false},{"name":"Lilianne R. Mujica‐Parodi","is_ca":false},{"name":"Döst Öngür","is_ca":false},{"name":"Martin P. Paulus","is_ca":false},{"name":"Daria Peleg‐Raibstein","is_ca":false},{"name":"Ben D. Perry","is_ca":false},{"name":"Martin Picard","is_ca":false},{"name":"Toby Pillinger","is_ca":false},{"name":"Caroline Rae","is_ca":false},{"name":"Douglas L. Rothman","is_ca":false},{"name":"Zóltan Sarnyai","is_ca":false},{"name":"Johann Steiner","is_ca":false},{"name":"Rachel Upthegrove","is_ca":false},{"name":"Anthony C. Vernon","is_ca":false},{"name":"Melanie Wall","is_ca":false},{"name":"Corey Weistuch","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004070513630548076,"gpt":0.3081690083645876,"spread":0.3040984947340395,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007689105,0.0001265402,0.0004131651,0.0001383932,0.0001258453,0.000004561264,0.00001992649,0.00008977507,0.000002292517],"category_scores_gemma":[0.00001072384,0.00009256536,0.00006957653,0.0001303531,0.00005660646,0.00002275704,0.00001996131,0.00005039482,6.655421e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003141637,"about_ca_system_score_gemma":0.00008799732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001764136,"about_ca_topic_score_gemma":0.0001299264,"domain_scores_codex":[0.9993184,0.00002154093,0.0001791494,0.0002020577,0.0000954617,0.000183398],"domain_scores_gemma":[0.9997175,0.00002971806,0.00005954895,0.00008655224,0.0000220795,0.00008459696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002280761,0.00157912,0.0101361,0.001324779,0.0007111882,0.000001237109,0.001719555,2.056046e-7,0.001393013,0.07427494,0.05747417,0.8491049],"study_design_scores_gemma":[0.01127148,0.001467002,0.2399545,0.0000647402,0.0003337985,0.000005347971,0.0006295891,0.00005505301,0.0004256826,0.002837458,0.7428258,0.0001295661],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.4495871,0.4528452,0.0003127797,0.09033999,0.002621,0.001650063,0.0002008369,0.00004563405,0.002397391],"genre_scores_gemma":[0.9626358,0.03083253,0.001523293,0.002848374,0.000151967,0.00003894951,0.0000589314,0.00001039598,0.001899722],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8489754,"threshold_uncertainty_score":0.3774706,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390663479","doi":"10.1038/s44220-023-00178-x","title":"An individual participant data meta-analysis of psychological interventions for preventing depression relapse","year":2024,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Treatment of Major Depression","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Psychological intervention; Meta-analysis; Depression (economics); Relapse prevention; Hazard ratio; Clinical psychology; Randomized controlled trial; Antidepressant medication; Confidence interval; Psychology; Psychiatry; Intervention (counseling); Major depressive disorder; Medicine; Antidepressant; Internal medicine; Anxiety","authors":[{"name":"Josefien Breedvelt","is_ca":false},{"name":"Eirini Karyotaki","is_ca":false},{"name":"Fiona C Warren","is_ca":false},{"name":"Marlies E. Brouwer","is_ca":false},{"name":"Françoise Jermann","is_ca":false},{"name":"Fredrik Holländare","is_ca":false},{"name":"Nicola S. Klein","is_ca":false},{"name":"Margo de Jonge","is_ca":false},{"name":"Daniel N. Klein","is_ca":false},{"name":"Norman A. S. Farb","is_ca":true},{"name":"Zindel V. Segal","is_ca":true},{"name":"Karolien E. M. Biesheuvel Leliefeld","is_ca":false},{"name":"Robin B. Jarrett","is_ca":false},{"name":"Jeffrey R. Vittengl","is_ca":false},{"name":"Michael E. Thase","is_ca":false},{"name":"Helen Ma","is_ca":false},{"name":"Willem Kuyken","is_ca":false},{"name":"Amanda J. Shallcross","is_ca":false},{"name":"Cornelis Van Heeringen","is_ca":false},{"name":"Kristof Hoorelbeke","is_ca":false},{"name":"Ernst H. W. Koster","is_ca":false},{"name":"Mark Williams","is_ca":false},{"name":"Marloes J. Huijbers","is_ca":false},{"name":"Anne E.M. Speckens","is_ca":false},{"name":"Pim Cuijpers","is_ca":false},{"name":"Patricia van Oppen","is_ca":false},{"name":"Simon Gilbody","is_ca":false},{"name":"Claudi Bockting","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4379174489251508,"gpt":0.5689395776511603,"spread":0.1310221287260095,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001354407,0.0001744547,0.0008931993,0.000342384,0.0001205708,0.00002993016,0.000283227,0.0002149898,0.0002971354],"category_scores_gemma":[0.00008883923,0.0001099794,0.0009426006,0.0005114895,0.00003855579,0.0002046317,0.0001612905,0.0004556191,0.000003570667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000451154,"about_ca_system_score_gemma":0.00005574298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002738974,"about_ca_topic_score_gemma":0.00008657922,"domain_scores_codex":[0.9977129,0.0002044381,0.0006346809,0.0006933134,0.0004673737,0.0002873024],"domain_scores_gemma":[0.9985054,0.0001485189,0.0001928319,0.0009021969,0.00003490875,0.0002161558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002735847,0.02381567,0.03229713,0.009414962,0.6307551,0.0001351595,0.005192704,0.0001028798,0.006314108,0.002236579,0.1019,0.1850999],"study_design_scores_gemma":[0.003140162,0.004362386,0.1403929,0.00141432,0.8314618,0.00007792688,0.0005619426,0.009843857,0.001920698,0.0003255478,0.006127252,0.0003711959],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6204756,0.3504931,0.00239435,0.01104362,0.001297875,0.004642893,0.008983747,0.0004666976,0.0002021278],"genre_scores_gemma":[0.9795381,0.0001243518,0.01302014,0.0003772059,0.00006443213,0.00008717137,0.006525533,0.00002242782,0.0002406227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3590625,"threshold_uncertainty_score":0.448483,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4384927914","doi":"10.1038/s44220-023-00090-4","title":"The well-being of children at familial risk of severe mental illness: an overlooked yet crucial prevention and early intervention opportunity","year":2023,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"Canadian Institutes of Health Research","keywords":"Intervention (counseling); Mental illness; Medicine; Psychiatry; Psychology; Developmental psychology; Mental health","authors":[{"name":"Anne Duffy","is_ca":true},{"name":"Sarah Goodday","is_ca":false},{"name":"Hanna Christiansen","is_ca":false},{"name":"George Patton","is_ca":false},{"name":"Anne Amalie Elgaard Thorup","is_ca":false},{"name":"Martin Preisig","is_ca":false},{"name":"Caroline L. Vandeleur","is_ca":false},{"name":"Myrna M. Weissman","is_ca":false},{"name":"Giovanni de Girolamo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01079188561527677,"gpt":0.3149416048596975,"spread":0.3041497192444207,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007204976,0.0001385871,0.000214376,0.00007712722,0.0005530146,0.0000122028,0.0001317515,0.0001562218,0.0001114827],"category_scores_gemma":[0.00001339415,0.0001090797,0.0001279491,0.0001791076,0.00009602423,0.00008948021,0.0000994922,0.0003253365,0.00001108955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000107043,"about_ca_system_score_gemma":0.00004679644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006955367,"about_ca_topic_score_gemma":0.0004790421,"domain_scores_codex":[0.9984155,0.0003017123,0.000449403,0.0002663195,0.0003188387,0.0002482542],"domain_scores_gemma":[0.9993111,0.00003220917,0.000352052,0.0001392084,0.00003061465,0.0001348132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00248222,0.001655189,0.6328165,0.0003260835,0.0004864137,0.000002580565,0.02750451,0.000001727175,0.0002526423,0.009397591,0.03229119,0.2927833],"study_design_scores_gemma":[0.001563032,0.0003975762,0.9922792,0.0002601283,0.00001408506,0.000008993418,0.001438426,0.000006024004,0.00008964796,0.001917512,0.001910694,0.0001146999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947059,0.0006426305,0.000001859027,0.0007032736,0.002222424,0.0005726639,0.0001941359,0.00003255968,0.0009245558],"genre_scores_gemma":[0.9960999,0.001255723,0.00001859684,0.0001467848,0.0001633589,0.000006907612,0.0004812273,0.00001311264,0.001814428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3594627,"threshold_uncertainty_score":0.4448142,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404929470","doi":"10.1038/s44220-024-00345-8","title":"DNA methylation mediates the link between adversity and depressive symptoms","year":2024,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"National Institute of Mental Health; Biotechnology and Biological Sciences Research Council; Economic and Social Research Council; Medical Research Council; Canadian Institutes of Health Research","keywords":"DNA methylation; Link (geometry); Methylation; Genetics; DNA; Psychology; Biology; Gene; Computer science; Computer network; Gene expression","authors":[{"name":"Alexandre A. Lussier","is_ca":false},{"name":"Brooke J. Smith","is_ca":false},{"name":"Jonah Fisher","is_ca":false},{"name":"Mannan Luo","is_ca":false},{"name":"Janine Cerutti","is_ca":false},{"name":"Lisa Schneper","is_ca":false},{"name":"Charlotte A. M. Cecil","is_ca":false},{"name":"Janine F. Felix","is_ca":false},{"name":"Colter Mitchell","is_ca":false},{"name":"Daniel A. Notterman","is_ca":false},{"name":"Kerry J. Ressler","is_ca":false},{"name":"Daniel J. Schaid","is_ca":false},{"name":"Andrew J. Simpkin","is_ca":false},{"name":"Matthew Suderman","is_ca":false},{"name":"Esther Walton","is_ca":false},{"name":"Andrew Smith","is_ca":false},{"name":"Erin C. Dunn","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007538861739972116,"gpt":0.2821308352975845,"spread":0.2745919735576124,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009244258,0.0001707591,0.0001625302,0.00004283539,0.0005239596,0.00004305685,0.0001671264,0.0001819393,0.0002432415],"category_scores_gemma":[0.0000388544,0.0001236429,0.00004191476,0.0002297922,0.0002091512,0.0002849208,0.0002519185,0.0008928784,0.0001926329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006187182,"about_ca_system_score_gemma":0.00003599275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002772278,"about_ca_topic_score_gemma":0.0001211413,"domain_scores_codex":[0.9981313,0.0002532788,0.0002150763,0.0005488586,0.0004600502,0.0003913922],"domain_scores_gemma":[0.9991611,0.0003188999,0.00008103636,0.000205235,0.000002863013,0.0002308923],"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":[0.0000105027,0.0000143192,0.1282463,0.00009406226,0.00004210124,0.000007818599,0.003892357,0.00001180622,0.0006165685,0.0001481111,0.002068809,0.8648472],"study_design_scores_gemma":[0.0004038118,0.0001566427,0.8847231,0.0001394567,0.00003793598,0.00001377999,0.0003122824,0.00104673,0.002278457,0.001303016,0.1093199,0.0002648785],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9459019,0.007409805,0.0003849799,0.04235003,0.0005078439,0.001086551,0.0001390379,0.0001258089,0.002094016],"genre_scores_gemma":[0.9961144,0.0007267751,0.0001522307,0.002414192,0.0003460545,0.00001324924,0.00008014721,0.00001997372,0.0001329928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8645824,"threshold_uncertainty_score":0.5042012,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406232080","doi":"10.1038/s44220-024-00354-7","title":"Relationships of eating behaviors with psychopathology, brain maturation and genetic risk for obesity in an adolescent cohort study","year":2025,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Eating Disorders and Behaviors","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"Medical Research Foundation; National Institute of Biomedical Imaging and Bioengineering; National Institute on Drug Abuse; National Institute for Health and Care Research; National Institute on Aging; Department of Health and Social Care; Medical Research Council; Science Foundation Ireland; UK Research and Innovation; Assistance publique-Hôpitaux de Paris; Fédération pour la Recherche sur le Cerveau; China Scholarship Council; National Natural Science Foundation of China; Agence Nationale de la Recherche; Mission Interministérielle de Lutte Contre les Drogues et les Conduites Addictives; Institut National de la Santé et de la Recherche Médicale; Research Councils UK; Fondation de France; Bundesministerium für Bildung und Forschung; South London and Maudsley NHS Foundation Trust; NIHR Maudsley Biomedical Research Centre; Deutsche Forschungsgemeinschaft; King's College London; National Institute of Mental Health; Fondation pour la Recherche Médicale; National Institutes of Health; Fondation de l'Avenir pour la Recherche Médicale Appliquée","keywords":"Psychopathology; Cohort; Body mass index; Psychology; Obesity; Eating disorders; Brain size; Clinical psychology; Emotional eating; Developmental psychology; Eating behavior; Medicine; Internal medicine","authors":[{"name":"Xinyang Yu","is_ca":false},{"name":"Zuo Zhang","is_ca":false},{"name":"Moritz Herle","is_ca":false},{"name":"Tobias Banaschewski","is_ca":false},{"name":"Gareth J. Barker","is_ca":false},{"name":"Arun L.W. Bokde","is_ca":false},{"name":"Herta Flor","is_ca":false},{"name":"Antoine Grigis","is_ca":false},{"name":"Hugh Garavan","is_ca":false},{"name":"Penny Gowland","is_ca":false},{"name":"Andreas Heinz","is_ca":false},{"name":"Rüdiger Brühl","is_ca":false},{"name":"Jean‐Luc Martinot","is_ca":false},{"name":"Marie‐Laure Paillère Martinot","is_ca":false},{"name":"Éric Artiges","is_ca":false},{"name":"Frauke Nees","is_ca":false},{"name":"Dimitri Papadopoulos Orfanos","is_ca":false},{"name":"Hervé Lemaître","is_ca":false},{"name":"Tomáš Paus","is_ca":true},{"name":"Luise Poustka","is_ca":false},{"name":"Sarah Hohmann","is_ca":false},{"name":"Nathalie Holz","is_ca":false},{"name":"Christian Bäuchl","is_ca":false},{"name":"Michael N. Smolka","is_ca":false},{"name":"Nilakshi Vaidya","is_ca":false},{"name":"Henrik Walter","is_ca":false},{"name":"Robert Whelan","is_ca":false},{"name":"Ulrike Schmidt","is_ca":false},{"name":"Sylvane Desrivières","is_ca":false},{"name":"Uli Bromberg","is_ca":false},{"name":"Christian Büchel","is_ca":false},{"name":"Bernd Ittermann","is_ca":false},{"name":"Juliane H. Fröhner","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01524673736874423,"gpt":0.3764561661685014,"spread":0.3612094287997572,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000657746,0.0001212492,0.0002260948,0.0001585208,0.0002308827,0.00001010808,0.00007178746,0.0001892084,0.000006066245],"category_scores_gemma":[0.00002140718,0.0001076215,0.00001993071,0.0002353486,0.00005041439,0.00004260279,0.00001537084,0.0006227091,3.26211e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008502029,"about_ca_system_score_gemma":0.00004558665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004913506,"about_ca_topic_score_gemma":0.006567109,"domain_scores_codex":[0.9985212,0.0004651122,0.0003477854,0.000363488,0.0001099899,0.0001923962],"domain_scores_gemma":[0.9994283,0.00006790859,0.0002079412,0.0002090915,0.00003683415,0.00004989908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002771599,0.001769334,0.9889414,0.00004933688,0.000008003562,0.00000166982,0.003356093,0.000003265825,0.00005724582,0.0001076935,0.000275631,0.005153224],"study_design_scores_gemma":[0.001737457,0.001455096,0.9910744,0.0001040879,0.0000312907,0.000004792169,0.005396019,0.0000295479,0.000004030758,0.00007114129,0.000009407073,0.00008272908],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959159,0.0006339854,0.0001571251,0.0003298205,0.000247959,0.002600205,0.00004525727,0.00002209142,0.00004759504],"genre_scores_gemma":[0.9973983,0.00001093972,0.002074727,0.0002268927,0.00001353394,0.0001279265,0.00007205784,0.00001204762,0.0000636312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006075758,"threshold_uncertainty_score":0.4388676,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400503318","doi":"10.1038/s44220-024-00287-1","title":"Individual differences in autism-like traits are associated with reduced goal emulation in a computational model of observational learning","year":2024,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":12,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"California Institute of Technology; National Institute of Mental Health; U.S. Department of Health and Human Services","keywords":"Emulation; Observational study; Autism; Psychology; Observational learning; Cognitive psychology; Developmental psychology; Computer science; Experiential learning; Social psychology; Mathematics; Mathematics education; Statistics","authors":[{"name":"Qianying Wu","is_ca":false},{"name":"Sarah Soyeon Oh","is_ca":false},{"name":"Reza Tadayonnejad","is_ca":false},{"name":"Jamie D. Feusner","is_ca":true},{"name":"Jeffrey Cockburn","is_ca":false},{"name":"John P. O’Doherty","is_ca":false},{"name":"Caroline J. Charpentier","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0783168076953661,"gpt":0.3561975896377341,"spread":0.277880781942368,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004163295,0.0001326317,0.0002293639,0.0003692175,0.0001151266,0.00004370061,0.0001622284,0.0001462226,0.00001724148],"category_scores_gemma":[0.0001118324,0.0001202057,0.00002695565,0.001061884,0.00007639454,0.0002374231,0.00005033079,0.0011782,0.00000186106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004251938,"about_ca_system_score_gemma":0.0006155182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005269608,"about_ca_topic_score_gemma":0.0006481064,"domain_scores_codex":[0.9976474,0.0002911404,0.0003371692,0.0004043725,0.0009858644,0.0003340453],"domain_scores_gemma":[0.9994593,0.0002868205,0.0001345408,0.00004630572,0.00001002435,0.00006298871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005133704,0.001456117,0.6222312,0.0005083696,0.00003890852,0.00005025273,0.02296444,0.1982624,0.004198567,0.1445736,0.00024137,0.004961291],"study_design_scores_gemma":[0.0004958029,0.0001137487,0.5937874,0.0002811659,9.485003e-7,0.000002495149,0.00008243636,0.4006308,0.00007970772,0.00445322,0.000001889453,0.00007033398],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894369,0.0002600839,0.000128488,0.009341522,0.00007209563,0.000465698,0.0001768903,0.0000537299,0.00006457425],"genre_scores_gemma":[0.9990331,0.00001395222,0.0003557206,0.0002961879,0.000006227033,0.00002040397,0.0001707969,0.00001724362,0.00008635104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2023684,"threshold_uncertainty_score":0.5118759,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414358178","doi":"10.1038/s44220-025-00498-0","title":"Distinguishing the causative, correlative and bidirectional roles of the gut microbiota in mental health","year":2025,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Hospital Research Foundation; U.S. Department of Defense","keywords":"Correlative; Gut flora; Mental health; Curiosity; Dysbiosis; Causation; Transformative learning","authors":[{"name":"Srinivas Kamath","is_ca":false},{"name":"Elysia Sokolenko","is_ca":false},{"name":"Scott R. Clark","is_ca":false},{"name":"Courtney Cross","is_ca":false},{"name":"Jacqui Scott","is_ca":false},{"name":"Hannah R. Wardill","is_ca":false},{"name":"Kara Gross Margolis","is_ca":false},{"name":"Paul Forsythe","is_ca":true},{"name":"Philip W. J. Burnet","is_ca":false},{"name":"Timothy G. Dinan","is_ca":false},{"name":"John F. Cryan","is_ca":false},{"name":"Christopher A. Lowry","is_ca":false},{"name":"Paul Joyce","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003998021205378527,"gpt":0.2942944555182787,"spread":0.2902964343129001,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004408427,0.0001313376,0.000182259,0.00004633673,0.0004399205,0.00001196282,0.0001559292,0.0001449174,0.000003678949],"category_scores_gemma":[0.00003875108,0.00008489478,0.00005019119,0.0002070467,0.0001570244,0.000003348968,0.000175831,0.000472426,3.672381e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00018071,"about_ca_system_score_gemma":0.0005141551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005790518,"about_ca_topic_score_gemma":0.005482421,"domain_scores_codex":[0.9988606,0.0002360702,0.0002847042,0.0002683001,0.00009427172,0.0002560567],"domain_scores_gemma":[0.9995348,0.00002498608,0.0001860072,0.000174462,0.00003041203,0.00004927897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006547114,0.000656167,0.2229048,0.0008293518,0.0001980886,7.814039e-7,0.01423262,0.00001605155,0.55256,0.006105048,0.1826882,0.01915419],"study_design_scores_gemma":[0.001778708,0.0003550527,0.8437749,0.0006975749,0.000006883027,0.00004086943,0.003211032,0.00005125018,0.01218337,0.0001671582,0.1375235,0.0002097114],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9420547,0.02056118,0.00001394967,0.03438014,0.0009396491,0.0008870622,0.0003760442,0.000006746664,0.0007805274],"genre_scores_gemma":[0.9924076,0.0009683962,0.0001917793,0.005603517,0.00004514447,0.000005777166,0.0001499854,0.000008408872,0.0006193556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6208701,"threshold_uncertainty_score":0.3461909,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4353055385","doi":"10.1038/s44220-023-00029-9","title":"Lived experience involvement in research funding: taking a more systematic approach","year":2023,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"National Institute of Mental Health; Canadian Institutes of Health Research; Grand Challenges Canada; ZonMw; Wellcome Trust","keywords":"Alliance; Mental health; Lived experience; Psychology; Political science; Medicine; Psychiatry; Psychotherapist","authors":[{"name":"Rory White","is_ca":false},{"name":"Monique van den Eijnden","is_ca":false},{"name":"Anne‐Laure Donskoy","is_ca":false},{"name":"Vijay Rajkumar","is_ca":false},{"name":"Danielle Kemmer","is_ca":false},{"name":"Raliza S. Stoyanova","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6531483206472929,"gpt":0.5941330641602084,"spread":0.0590152564870845,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01071351,0.0003156809,0.0006962635,0.000975093,0.002384386,0.00002242514,0.0005333213,0.0004728266,0.0001218594],"category_scores_gemma":[0.0001811948,0.0002665244,0.00007829392,0.002396284,0.0001071556,0.000167219,0.0004809861,0.003309446,0.0005366839],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004635042,"about_ca_system_score_gemma":0.0008783017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002635735,"about_ca_topic_score_gemma":0.001039332,"domain_scores_codex":[0.9901447,0.002921331,0.001658392,0.0008018215,0.001886638,0.00258716],"domain_scores_gemma":[0.9971969,0.0006879693,0.0006077999,0.0006273498,0.0001394343,0.000740508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003718739,0.001008642,0.2259787,0.2548621,0.00003250373,0.0000451737,0.4866135,0.00001579617,0.0001426781,0.005839675,0.02425373,0.00083559],"study_design_scores_gemma":[0.005093383,0.001286262,0.05832889,0.07771001,0.000008568254,0.000008239697,0.8418777,0.0072008,0.00009462623,0.000671891,0.00692569,0.000793956],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9703653,0.00357093,0.00002174207,0.003373565,0.002810585,0.0139741,0.00007425993,0.000313235,0.005496246],"genre_scores_gemma":[0.985543,0.0004701423,0.0005537542,0.006839621,0.0002343954,0.003522173,0.0009200889,0.00005522904,0.001861635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3552642,"threshold_uncertainty_score":0.9999787,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405330107","doi":"10.1038/s44220-024-00348-5","title":"Heterogeneous patterns of brain atrophy in schizophrenia localize to a common brain network","year":2024,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":10,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"National Institutes of Health; Canadian Institutes of Health Research; U.S. Department of Veterans Affairs; Harvard Medical School; University of British Columbia; Sidney R. Baer, Jr. Foundation; Brain and Behavior Research Foundation","keywords":"Schizophrenia (object-oriented programming); Atrophy; Neuroimaging; Psychosis; Neuroscience; Psychology; Connectome; Neuroanatomy; Disease; Medicine; Psychiatry; Pathology; Functional connectivity","authors":[{"name":"Ahmed T. Makhlouf","is_ca":false},{"name":"William Drew","is_ca":false},{"name":"Jacob L. Stubbs","is_ca":true},{"name":"Joseph J. Taylor","is_ca":false},{"name":"Donato Liloia","is_ca":false},{"name":"Jordan Grafman","is_ca":false},{"name":"David Silbersweig","is_ca":false},{"name":"Michael Fox","is_ca":false},{"name":"Shan Siddiqi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01495627720665667,"gpt":0.3148018366198254,"spread":0.2998455594131687,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004709915,0.0002154636,0.0003590886,0.0002037084,0.0001605997,0.00003553181,0.0002255666,0.0001336918,0.000030209],"category_scores_gemma":[0.0005761768,0.0002016424,0.0001010813,0.0008252976,0.00005495025,0.0000847391,0.0002123156,0.0007222277,0.00003864125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004126632,"about_ca_system_score_gemma":0.0001186217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003192636,"about_ca_topic_score_gemma":0.002743528,"domain_scores_codex":[0.9976842,0.0003477755,0.0003628818,0.0006508847,0.000463047,0.0004912105],"domain_scores_gemma":[0.9972046,0.002314944,0.00006477469,0.0002526889,0.00001345034,0.000149542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004528804,0.001261776,0.01939967,0.003339632,0.0001483968,0.0008948036,0.008267347,0.008603341,0.0524626,0.05522539,0.6650512,0.1808171],"study_design_scores_gemma":[0.008680362,0.01177045,0.07213832,0.007813349,0.00003221543,0.001184871,0.0007044351,0.01477373,0.08477377,0.02337955,0.7716803,0.003068626],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8506756,0.00365698,0.0001991914,0.1414047,0.002413718,0.0009509504,0.0003420958,0.0001540389,0.0002026409],"genre_scores_gemma":[0.9384284,0.00003827011,0.0001773977,0.06088372,0.0002519133,0.00003038619,0.00001192533,0.00003294353,0.0001450313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1777485,"threshold_uncertainty_score":0.8222737,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393981239","doi":"10.1038/s44220-024-00218-0","title":"Addressing health needs in people with mental illness experiencing homelessness","year":2024,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Mental illness; Mental health; Psychology; Housing First; Psychiatry","authors":[{"name":"Nick Kerman","is_ca":true},{"name":"Vicky Stergiopoulos","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0385298008353333,"gpt":0.4427531212248679,"spread":0.4042233203895346,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00138982,0.0003913908,0.001082395,0.000515216,0.002111239,0.00007835295,0.0002695869,0.0004682258,0.0002519054],"category_scores_gemma":[0.00001496612,0.0003125229,0.00008116598,0.001794154,0.00008664031,0.0004280382,0.00014928,0.002585238,0.00005446721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002889377,"about_ca_system_score_gemma":0.002202104,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008330952,"about_ca_topic_score_gemma":0.0805831,"domain_scores_codex":[0.9955971,0.0007782792,0.0008532068,0.0005957884,0.0007294771,0.001446201],"domain_scores_gemma":[0.998764,0.0001834167,0.0002423404,0.0002945779,0.00006141048,0.000454271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001481505,0.0001605726,0.04866487,0.002937998,0.00002667451,0.00002455179,0.886552,0.000003000479,0.00003719962,0.005119433,0.0009535466,0.05537199],"study_design_scores_gemma":[0.001461645,0.0002907272,0.02232952,0.005771666,0.000004602773,0.0000044203,0.9408872,0.0002604149,0.00007369141,0.00009831809,0.02832744,0.000490319],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.958994,0.0264659,0.00006937181,0.006826873,0.003914307,0.001849919,0.0001423231,0.0003552169,0.001382097],"genre_scores_gemma":[0.9949672,0.001358893,0.0001609738,0.001914883,0.0005604788,0.0002899801,0.0002675031,0.0001051493,0.0003749253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07225214,"threshold_uncertainty_score":0.9999327,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391316972","doi":"10.1038/s44220-024-00202-8","title":"Maternal positive mental health during pregnancy impacts the hippocampus and functional brain networks in children","year":2024,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Jewish General Hospital; McGill University Health Centre","funders":"","keywords":"Hippocampus; Mental health; Pregnancy; Psychology; Neuroscience; Developmental psychology; Medicine; Psychiatry; Biology; Genetics","authors":[{"name":"Anqi Qiu","is_ca":false},{"name":"Chenye Shen","is_ca":false},{"name":"Mònica López-Vicente","is_ca":false},{"name":"Eszter Székely","is_ca":true},{"name":"Yap Seng Chong","is_ca":false},{"name":"Tonya White","is_ca":false},{"name":"Ashley Wazana","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00576561150762504,"gpt":0.2897957159114443,"spread":0.2840301044038193,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004330495,0.0003043597,0.0003774825,0.0001722648,0.0004978997,0.00007080528,0.00008834679,0.0001958089,0.0000675096],"category_scores_gemma":[0.000007470217,0.0002161531,0.000080733,0.0002525474,0.00008567579,0.0001734862,0.0001049102,0.001475469,0.00001478022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009350293,"about_ca_system_score_gemma":0.0003056818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007687409,"about_ca_topic_score_gemma":0.0002470166,"domain_scores_codex":[0.9975213,0.0002132134,0.0005196583,0.0005061858,0.0004407437,0.0007989274],"domain_scores_gemma":[0.9991373,0.00006216717,0.0001285989,0.0001938739,0.00001409027,0.0004639905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00449929,0.0008053254,0.8627942,0.01617699,0.0004416595,0.0003443357,0.009174859,0.00002077631,0.000211964,0.002392317,0.01034281,0.09279548],"study_design_scores_gemma":[0.001879536,0.0006993662,0.9665356,0.02574372,0.000008216613,0.003994296,0.00007914646,0.0002876372,0.0001978941,0.0002290926,0.0001762112,0.0001692706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8278536,0.1116525,0.000005104642,0.05681289,0.001421049,0.001819027,0.0002400019,0.00009385667,0.0001020086],"genre_scores_gemma":[0.985662,0.004767552,0.00005744835,0.008195703,0.0003962317,0.00003679065,0.0003711038,0.00004549351,0.0004676745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1578084,"threshold_uncertainty_score":0.8814468,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403196849","doi":"10.1038/s44220-024-00331-0","title":"Psilocybin-assisted psychotherapy improves psychiatric symptoms across multiple dimensions in patients with cancer","year":2024,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Psychedelics and Drug Studies","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; Canadian Institutes of Health Research; Usona Institute; National Institute on Drug Abuse; Heffter Research Institute; Fetzer Institute; York University; National Institutes of Health; U.S. Department of Health and Human Services","keywords":"Psilocybin; Psychiatry; Psychotherapist; Hallucinogen; Psychology; Medicine","authors":[{"name":"Petros Petridis","is_ca":false},{"name":"Jack Grinband","is_ca":false},{"name":"Gabrielle Agin-Liebes","is_ca":false},{"name":"Connor J. Kinslow","is_ca":false},{"name":"Richard J. Zeifman","is_ca":false},{"name":"Michael P. Bogenschutz","is_ca":false},{"name":"Roland R. Griffiths","is_ca":false},{"name":"Stephen Ross","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009701201286733643,"gpt":0.374231844036464,"spread":0.3645306427497303,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002195887,0.0003158088,0.0003574204,0.0001929023,0.0003047221,0.00004801986,0.0001782145,0.0002622885,0.00009941884],"category_scores_gemma":[0.000002476283,0.0002296605,0.00008698325,0.0008764089,0.00007680512,0.00008432394,0.00002493471,0.0008598872,0.00004932876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002995524,"about_ca_system_score_gemma":0.000117403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001145096,"about_ca_topic_score_gemma":0.005402224,"domain_scores_codex":[0.9977002,0.00008886556,0.0004015922,0.0007242243,0.0003383274,0.0007467876],"domain_scores_gemma":[0.9992583,0.00006517767,0.0001092494,0.0003524589,0.00004735212,0.0001674142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001954185,0.002444456,0.678377,0.0002225519,0.0004998994,0.000009862944,0.01478267,0.000002828071,0.00007367703,0.002714856,0.09478585,0.2041321],"study_design_scores_gemma":[0.005137357,0.0007685327,0.9440102,0.0002252581,0.000009998183,0.000003697869,0.000555466,0.00004685943,0.000005117771,0.000152778,0.04875849,0.0003262207],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9350129,0.04880096,0.0000111034,0.006121151,0.0074241,0.001020105,0.000555318,0.0001553741,0.0008990228],"genre_scores_gemma":[0.9940097,0.0008222855,0.0002379878,0.003672498,0.0001931001,0.0001822167,0.0001064424,0.00006608529,0.0007097201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2656332,"threshold_uncertainty_score":0.9365283,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4317500311","doi":"10.1038/s44220-022-00003-x","title":"A feasibility trial of conjoint magnetic seizure therapy and dialectical behavior therapy for suicidal patients with borderline personality disorder and treatment-resistant depression","year":2023,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"The Scarborough Hospital; University of Toronto; Centre for Addiction and Mental Health","funders":"National Institute of Mental Health; University of Toronto Scarborough; Centre for Addiction and Mental Health Foundation; Canadian Institutes of Health Research; National Institutes of Health; Centre for Addiction and Mental Health; Social Sciences and Humanities Research Council of Canada; University of Toronto; National Alliance for Research on Schizophrenia and Depression; Fondation Brain Canada; American Foundation for Suicide Prevention; Campbell Institute; Brain and Behavior Research Foundation","keywords":"Borderline personality disorder; Suicidal ideation; Dialectical behavior therapy; Clinical psychology; Psychiatry; Hamilton Rating Scale for Depression; Depression (economics); Major depressive disorder; Psychology; Randomized controlled trial; Psychological intervention; Interpersonal psychotherapy; Medicine; Poison control; Suicide prevention; Internal medicine; Mood","authors":[{"name":"Jenna Traynor","is_ca":true},{"name":"Anthony C. Ruocco","is_ca":true},{"name":"Shelley McMain","is_ca":true},{"name":"Nicola Hermanto","is_ca":true},{"name":"Daniel M. Blumberger","is_ca":true},{"name":"Robert J. Cardish","is_ca":true},{"name":"Zafiris J. Daskalakis","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03274122485400242,"gpt":0.3535985002914306,"spread":0.3208572754374282,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001333702,0.00022775,0.0004736793,0.00005193974,0.0001801605,0.0000107517,0.00002901186,0.0001693806,0.00002993827],"category_scores_gemma":[0.00002355666,0.0001276184,0.00007301442,0.0001420207,0.0001452259,0.00003148239,0.00001839636,0.0001889364,3.460708e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006986986,"about_ca_system_score_gemma":0.00008422225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002617818,"about_ca_topic_score_gemma":0.0001993628,"domain_scores_codex":[0.9986242,0.0001042286,0.0002542067,0.0004527235,0.0002754318,0.0002892081],"domain_scores_gemma":[0.9993656,0.0001151093,0.00009690293,0.0001687149,0.00006072584,0.0001929775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1691218,0.005783916,0.7462354,0.00007164833,0.00005862309,0.000006728316,0.0002151277,3.756684e-8,0.0001448292,0.0000205188,0.00006895803,0.07827245],"study_design_scores_gemma":[0.146513,0.03640955,0.8162774,0.0000185345,0.00004141164,0.000001959964,0.00005872942,0.00002000112,0.00005920908,0.00007109495,0.0004390103,0.00009014855],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875916,0.003650602,0.000001569034,0.002083874,0.00007283736,0.006108789,0.0004333387,0.0000393843,0.00001804393],"genre_scores_gemma":[0.9970449,0.001328262,0.0001563705,0.0006788731,0.00002847389,0.0002572351,0.0004349367,0.00002197634,0.00004903317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0781823,"threshold_uncertainty_score":0.5204129,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411568467","doi":"10.1038/s44220-025-00449-9","title":"Gray matter volume heterogeneity by stage, site of origin and pathophysiology in schizophrenia","year":2025,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":8,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; Douglas Mental Health University Institute; Western University","funders":"","keywords":"Pathophysiology; Gray (unit); Schizophrenia (object-oriented programming); Volume (thermodynamics); Neuroscience; Psychology; Medicine; Pathology; Psychiatry; Nuclear medicine; Physics; Thermodynamics","authors":[{"name":"Yuchao Jiang","is_ca":false},{"name":"Lena Palaniyappan","is_ca":true},{"name":"Xiao Chang","is_ca":false},{"name":"Jie Zhang","is_ca":false},{"name":"Enpeng Zhou","is_ca":false},{"name":"Xin Yu","is_ca":false},{"name":"Shih‐Jen Tsai","is_ca":false},{"name":"Ching‐Po Lin","is_ca":false},{"name":"Jingliang Cheng","is_ca":false},{"name":"Yingying Tang","is_ca":false},{"name":"Jijun Wang","is_ca":false},{"name":"Cheng Luo","is_ca":false},{"name":"Dezhong Yao","is_ca":false},{"name":"Long‐Biao Cui","is_ca":false},{"name":"Wei Cheng","is_ca":false},{"name":"Jianfeng Feng","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01014479936231335,"gpt":0.3058709223752851,"spread":0.2957261230129717,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001748489,0.0001233542,0.0002518542,0.000117369,0.0001291719,0.00000764364,0.00007889762,0.0001040232,0.00001884283],"category_scores_gemma":[0.0001915882,0.0001120128,0.00002981585,0.0002929961,0.0001271213,0.0000726468,0.0001251595,0.0003945812,0.0000119011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001311259,"about_ca_system_score_gemma":0.00006124537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001944772,"about_ca_topic_score_gemma":0.0003700211,"domain_scores_codex":[0.9988069,0.0002048575,0.0001973489,0.0004232801,0.0001418877,0.0002257176],"domain_scores_gemma":[0.9993415,0.000376187,0.00008036303,0.0001458437,0.00001340082,0.0000426606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0009117739,0.0004269581,0.3927867,0.0005596473,0.00001704474,0.000006675871,0.0003725485,0.000007231791,0.4581396,0.002126482,0.1401868,0.004458571],"study_design_scores_gemma":[0.003380123,0.0006396762,0.8419585,0.0001883216,0.000005710231,0.000009260958,0.0001008538,0.0002791196,0.0933083,0.002088386,0.05767607,0.0003656925],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985566,0.001370386,0.00001004541,0.01177633,0.0004613246,0.000283516,0.0003488782,0.00001756078,0.00016593],"genre_scores_gemma":[0.9762636,0.0001462733,0.0001106161,0.0227819,0.00001548057,0.00001247727,0.00001267045,0.000006785453,0.0006501313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4491718,"threshold_uncertainty_score":0.4567751,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406400880","doi":"10.1038/s44220-024-00369-0","title":"Depression symptom-specific genetic associations in clinically diagnosed and proxy case Alzheimer’s disease","year":2025,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Genetic Associations and Epidemiology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"National Institute of Mental Health; National Institute on Aging; NIHR Maudsley Biomedical Research Centre; Multiple Sclerosis Society of Western Australia; Medical Research Council; Servier; European Commission; Genentech; Erasmus Medisch Centrum; Bundesministerium für Bildung und Forschung; Eisai; University of Southern California; Foundation for the National Institutes of Health; Centre hospitalier régional universitaire de Lille; Rosetrees Trust; H. Lundbeck A/S; Alzheimer’s Research UK; Institut National de la Santé et de la Recherche Médicale; National Institutes of Health; King's College London; University of Exeter; IXICO; University of Cambridge; LifeArc; MND Scotland; Université de Lille; NHS Blood and Transplant; National Institute for Health and Care Research; Hjartavernd; Northern California Institute for Research and Education; Pfizer; Biogen; BioClinica; F. Hoffmann-La Roche; Canadian Institutes of Health Research; Alzheimer's Society; University College London; Wellcome Trust; Motor Neurone Disease Association; Spastic Paraplegia Foundation; Alzheimer's Association; Alfried Krupp von Bohlen und Halbach-Stiftung; Cardiff University; Eli Lilly and Company; U.S. Department of Defense; Department of Health and Social Care; Meso Scale Diagnostics; Alzheimer's Disease Neuroimaging Initiative; Economic and Social Research Council; Novartis Pharmaceuticals Corporation; Development of Innovative Strategies for a Transdisciplinary approach to ALZheimer's disease; NIHR BioResource; Bristol-Myers Squibb","keywords":"Proxy (statistics); Depression (economics); Disease; Alzheimer's disease; Medicine; Psychiatry; Psychology; Clinical psychology; Internal medicine","authors":[{"name":"Lachlan Gilchrist","is_ca":false},{"name":"Thomas P Spargo","is_ca":false},{"name":"Rebecca Green","is_ca":false},{"name":"Jonathan R. I. Coleman","is_ca":false},{"name":"David M. Howard","is_ca":false},{"name":"Jackson G. Thorp","is_ca":false},{"name":"Brett N. Adey","is_ca":false},{"name":"Jodie Lord","is_ca":false},{"name":"Helena L. Davies","is_ca":false},{"name":"Jessica Mundy","is_ca":false},{"name":"Abigail ter Kuile","is_ca":false},{"name":"Molly R. Davies","is_ca":false},{"name":"Christopher Hübel","is_ca":false},{"name":"Shannon Bristow","is_ca":false},{"name":"Sang Hyuck Lee","is_ca":false},{"name":"Henry C. Rogers","is_ca":false},{"name":"Charles Curtis","is_ca":false},{"name":"Saakshi Kakar","is_ca":false},{"name":"Chelsea Mika Malouf","is_ca":false},{"name":"Gursharan Kalsi","is_ca":false},{"name":"Ryan Arathimos","is_ca":false},{"name":"Anne Corbett","is_ca":false},{"name":"Clive Ballard","is_ca":false},{"name":"Helen Brooker","is_ca":false},{"name":"Byron Creese","is_ca":false},{"name":"Dag Aarsland","is_ca":false},{"name":"Adam Hampshire","is_ca":false},{"name":"Latha Velayudhan","is_ca":false},{"name":"Thalia C. Eley","is_ca":false},{"name":"Gerome Breen","is_ca":false},{"name":"Alfredo Iacoangeli","is_ca":false},{"name":"Sulev Kõks","is_ca":false},{"name":"Cathryn M. Lewis","is_ca":false},{"name":"Petroula Proitsi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01258619882452612,"gpt":0.3551229547338166,"spread":0.3425367559092905,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004665863,0.0001336201,0.0002120629,0.00006949539,0.0002072593,0.0000132808,0.00008818152,0.0003256546,0.000005470019],"category_scores_gemma":[0.0002076934,0.0001274394,0.00005677067,0.0001364864,0.00004660763,0.000002594137,0.0001106452,0.0002891865,0.000002107014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007557958,"about_ca_system_score_gemma":0.0002138821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008508468,"about_ca_topic_score_gemma":0.0003368846,"domain_scores_codex":[0.9984936,0.0002742293,0.0004341327,0.0004202211,0.00008351578,0.0002942939],"domain_scores_gemma":[0.9993335,0.00008528437,0.0001511983,0.0002316997,0.00004000649,0.0001583187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005920105,0.0001815858,0.9697914,0.00001611218,0.00003569319,0.00002860186,0.00007101168,0.00002063591,0.0002091707,0.00008962287,0.01015375,0.01934321],"study_design_scores_gemma":[0.0009725903,0.0001104836,0.9878511,0.00003793854,0.00001540654,0.00001835082,0.00009099958,0.0002070306,0.00004726415,0.0002427863,0.01028464,0.0001214245],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9620529,0.0325542,0.0001368597,0.003908743,0.0003403375,0.0006298727,0.0001314782,0.00001174331,0.0002338159],"genre_scores_gemma":[0.9910709,0.003463031,0.001767221,0.003090751,0.00008751138,0.00005948329,0.0003345572,0.00001085727,0.0001156716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02909117,"threshold_uncertainty_score":0.5196829,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396494817","doi":"10.1038/s44220-024-00249-7","title":"Blunted stress reactivity as a mechanism linking early psychosocial deprivation to psychopathology during adolescence","year":2024,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"National Institute of Mental Health","keywords":"Psychopathology; Psychosocial; Psychology; Reactivity (psychology); Intervention (counseling); Trier social stress test; Clinical psychology; Developmental psychopathology; Maternal deprivation; Developmental psychology; Mental health; Mechanism (biology); Psychiatry; Medicine; Fight-or-flight response","authors":[{"name":"Mark Wade","is_ca":true},{"name":"Margaret A. Sheridan","is_ca":false},{"name":"Stacy S. Drury","is_ca":false},{"name":"Florin Tibu","is_ca":false},{"name":"Charles H. Zeanah","is_ca":false},{"name":"Nathan A. Fox","is_ca":false},{"name":"Charles A. Nelson","is_ca":false},{"name":"Katie A. McLaughlin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0101763108875889,"gpt":0.3307063973403724,"spread":0.3205300864527835,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003705831,0.0002843676,0.0002813249,0.0002612717,0.0004671307,0.00008708564,0.0002379951,0.0004003799,0.0001916899],"category_scores_gemma":[0.0000123533,0.0002795825,0.0001311585,0.000598789,0.00003374134,0.0001383345,0.00006914307,0.001209866,0.0005839814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004105496,"about_ca_system_score_gemma":0.0001399405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000158138,"about_ca_topic_score_gemma":0.0001220128,"domain_scores_codex":[0.9974973,0.0001689464,0.0004040883,0.0008503455,0.000454279,0.0006250772],"domain_scores_gemma":[0.9993061,0.00002887818,0.0001009889,0.0002299187,0.00004532006,0.0002887437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.003849808,0.004532584,0.06341705,0.002661555,0.0004911058,0.0004589549,0.09589845,0.00000318202,0.03337682,0.3874721,0.03965207,0.3681863],"study_design_scores_gemma":[0.001431846,0.0004167969,0.9596266,0.003743756,0.00001376297,0.0001569662,0.0007423167,0.000007497712,0.0011515,0.009544779,0.0225258,0.000638402],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9615077,0.001341933,0.0005297395,0.02021184,0.01217871,0.0008401463,0.0001310196,0.0003272287,0.002931683],"genre_scores_gemma":[0.9907342,0.0001520068,0.0003811806,0.005871338,0.001410713,0.00003715022,0.000130294,0.00004374402,0.001239372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8962095,"threshold_uncertainty_score":0.9999656,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4383814959","doi":"10.1038/s44220-023-00093-1","title":"Silence and its manifestations in men’s mental illness","year":2023,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Silence; Mental illness; Mental health; Psychiatry; Psychology; Medicine","authors":[{"name":"John S. Ogrodniczuk","is_ca":true},{"name":"John L. Oliffe","is_ca":true},{"name":"David Kealy","is_ca":true},{"name":"Zac E. Seidler","is_ca":false},{"name":"Paul Sharp","is_ca":true},{"name":"Simon Rice","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01632314349491178,"gpt":0.3485587169997272,"spread":0.3322355735048154,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002091294,0.0001075235,0.0001144193,0.0001211008,0.0002529024,0.00001145394,0.00007392132,0.0001016204,0.0002224629],"category_scores_gemma":[0.000003810313,0.0001003393,0.00002361003,0.0002975884,0.00002073746,0.00005817003,0.00003759622,0.0003077431,0.0002271687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001281965,"about_ca_system_score_gemma":0.00004536723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006946626,"about_ca_topic_score_gemma":0.0000937853,"domain_scores_codex":[0.9989817,0.0000587601,0.0001943571,0.0002714145,0.0001869912,0.0003068369],"domain_scores_gemma":[0.9997517,0.00002011492,0.00004477542,0.00005901201,0.00001054969,0.0001138175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000354768,0.001409175,0.08030561,0.0005512292,0.00008359254,0.0001361423,0.1069362,0.000002635879,0.0003626798,0.1424938,0.5504333,0.1169308],"study_design_scores_gemma":[0.001008932,0.0000517301,0.9577338,0.000196358,0.000001149629,0.00003164298,0.006945181,0.00003193154,0.00001573927,0.0008436928,0.03297937,0.000160484],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555789,0.002871383,0.000001009927,0.02754925,0.002767975,0.000544533,0.0001836655,0.00009072583,0.01041253],"genre_scores_gemma":[0.9917024,0.00121856,0.00001776548,0.002725489,0.0001144858,0.00002156306,0.0002637749,0.00001017489,0.003925742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8774282,"threshold_uncertainty_score":0.4091719,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390663511","doi":"10.1038/s44220-023-00194-x","title":"Genetic and symptomatic risks associated with longitudinal brain morphometry in bipolar disorder","year":2024,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Offspring; Bipolar disorder; Mood; Longitudinal study; Mood disorders; Psychology; Psychiatry; Medicine; Internal medicine; Pediatrics; Pathology; Pregnancy; Biology; Genetics; Anxiety","authors":[{"name":"Weicong Lu","is_ca":false},{"name":"Jinfeng Wu","is_ca":false},{"name":"Robin Shao","is_ca":false},{"name":"Wenjin Zou","is_ca":false},{"name":"Ruoxi Zhang","is_ca":false},{"name":"Xiaoyue Li","is_ca":false},{"name":"Jiehua Kong","is_ca":false},{"name":"Danhao Zheng","is_ca":false},{"name":"Xinhe Tian","is_ca":false},{"name":"Yanling Gao","is_ca":false},{"name":"Sonata Suk Yu Yau","is_ca":false},{"name":"Benjamin I. Goldstein","is_ca":true},{"name":"Guiyun Xu","is_ca":false},{"name":"Kwok‐Fai So","is_ca":false},{"name":"Jie Wang","is_ca":false},{"name":"Kangguang Lin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0119458303921571,"gpt":0.3188999495140676,"spread":0.3069541191219105,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000200914,0.0001900432,0.0003040783,0.0002557044,0.00008847917,0.00003089741,0.00003676438,0.0001749588,0.00004525789],"category_scores_gemma":[0.00002158203,0.0001353755,0.00004001287,0.0005885834,0.00005351722,0.00005611859,0.00002574574,0.0006469032,0.00001077742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003744429,"about_ca_system_score_gemma":0.0001682584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008179065,"about_ca_topic_score_gemma":0.003881094,"domain_scores_codex":[0.9987615,0.00006929485,0.0002061547,0.0003401873,0.0002938761,0.0003289802],"domain_scores_gemma":[0.9995644,0.00007528991,0.00003764334,0.0001372772,0.00001333554,0.0001720514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005461491,0.0004108188,0.9577903,0.0004456329,0.0001609052,0.0000565005,0.0005269533,7.599799e-7,0.00001769369,0.00009649735,0.000561533,0.03987776],"study_design_scores_gemma":[0.001983388,0.0008546363,0.9911934,0.0008195004,0.00005481335,0.0002077745,0.0001230884,0.0006077758,0.00001320883,0.00006168958,0.003959336,0.0001214605],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7221923,0.2715937,0.0000245262,0.00531363,0.0001139751,0.0005478546,0.00005273224,0.00007075232,0.00009057768],"genre_scores_gemma":[0.9970735,0.001487999,0.000344924,0.0006924976,0.00003004745,0.00002216486,0.0001348526,0.00003379326,0.0001801961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2748812,"threshold_uncertainty_score":0.5520452,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412388026","doi":"10.1038/s44220-025-00460-0","title":"Proteogenomic signature of Alzheimer’s disease and related dementia risk in individuals with major depressive disorder","year":2025,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Tryptophan and brain disorders","field":"Neuroscience","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre for Addiction and Mental Health","funders":"National Institute on Aging; National Institute of Mental Health; U.S. Department of Health and Human Services","keywords":"Dementia; Disease; Medicine; Signature (topology); Alzheimer's disease; Psychiatry; Psychology; Pathology","authors":[{"name":"Breno S. Diniz","is_ca":false},{"name":"Zhiduo Chen","is_ca":false},{"name":"David C. Steffens","is_ca":false},{"name":"Luke C. Pilling","is_ca":false},{"name":"Yuliya S. Nikolova","is_ca":false},{"name":"Kevan Clifford","is_ca":true},{"name":"Richard H. Fortinsky","is_ca":false},{"name":"George A. Kuchel","is_ca":false},{"name":"Chia‐Ling Kuo","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00697811854907774,"gpt":0.2750093147134864,"spread":0.2680311961644086,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001648912,0.0001846991,0.0002399561,0.0002150299,0.0001929699,0.00001859503,0.0001744203,0.0001614036,0.00003029541],"category_scores_gemma":[0.00008114187,0.0001461904,0.00003662221,0.0005332792,0.0001569951,0.0001086018,0.00009960347,0.0007175018,0.000001721544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004128825,"about_ca_system_score_gemma":0.0002096448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008599797,"about_ca_topic_score_gemma":0.0001290663,"domain_scores_codex":[0.9984372,0.0002384516,0.0002927864,0.000480819,0.0002408012,0.0003099563],"domain_scores_gemma":[0.9993626,0.00006834821,0.0002274289,0.000201612,0.00001280229,0.0001271328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001730364,0.002061499,0.913048,0.000985779,0.0004567628,0.00005240534,0.004666174,0.0001461836,0.02016632,0.009626149,0.004614985,0.0424454],"study_design_scores_gemma":[0.007719578,0.000309083,0.957785,0.0005208483,0.000104828,0.000006759573,0.0004193432,0.0001594199,0.02746175,0.00379177,0.001366454,0.0003552386],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9602391,0.03433331,0.000009108269,0.002609972,0.0001303633,0.00193158,0.0003043305,0.00003712863,0.0004051636],"genre_scores_gemma":[0.9977387,0.0005228144,0.0001955848,0.001377407,0.000005458119,0.00004968897,0.00002842689,0.00001612283,0.00006579464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04473695,"threshold_uncertainty_score":0.5961472,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391678625","doi":"10.1038/s44220-023-00197-8","title":"Exploratory empirical model of combined effects of COVID-19 and climate change on youth mental health","year":2024,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Psychological and Temporal Perspectives Research","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Mental health; Coronavirus disease 2019 (COVID-19); Climate change; Psychology; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Psychiatry; Medicine; Virology","authors":[{"name":"Quinta Seon","is_ca":true},{"name":"Natalie Greaves","is_ca":false},{"name":"Michael Campbell","is_ca":false},{"name":"Simon Anderson","is_ca":false},{"name":"Paula F.P. Henry","is_ca":false},{"name":"Eden Augustus","is_ca":false},{"name":"Emanuel Cummings","is_ca":false},{"name":"Leann Kendall","is_ca":false},{"name":"Erica F. Wheeler","is_ca":false},{"name":"Ans Vercammen","is_ca":false},{"name":"Emma Lawrance","is_ca":false},{"name":"D. Simeon","is_ca":false},{"name":"Terence Seemungal","is_ca":false},{"name":"Ian Gold","is_ca":true},{"name":"Sandeep Maharaj","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1658694099955024,"gpt":0.4898036027907361,"spread":0.3239341927952337,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007346555,0.0002170509,0.0004935561,0.0002496907,0.0001604427,0.00001140903,0.0001676782,0.0002565484,0.00007250642],"category_scores_gemma":[0.00002621479,0.0001643449,0.0001003323,0.0003597461,0.0002301869,0.00007301863,0.0001105896,0.0008893503,0.0000191317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003225545,"about_ca_system_score_gemma":0.0001792692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001898918,"about_ca_topic_score_gemma":0.00002712023,"domain_scores_codex":[0.9975529,0.0004772166,0.0003897347,0.0005925745,0.0004444099,0.0005431419],"domain_scores_gemma":[0.9988729,0.0001528506,0.0001316644,0.0002581226,0.00002144143,0.0005630156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.01587138,0.0125861,0.01758398,0.02361449,0.0007880048,0.0001334964,0.4849854,0.000007132927,0.001630205,0.1904039,0.1867126,0.06568328],"study_design_scores_gemma":[0.1088025,0.2600528,0.2488738,0.01617349,0.0002986152,0.0004067607,0.1917243,0.02443332,0.004504418,0.05724001,0.08020116,0.007288849],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8754113,0.05602792,0.0000468151,0.05728249,0.002054745,0.003054858,0.002793298,0.0002033498,0.003125209],"genre_scores_gemma":[0.9877668,0.001594325,0.00008211767,0.01016826,0.00008032446,0.0000517679,0.0001299678,0.00002605071,0.0001003709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2932611,"threshold_uncertainty_score":0.670179,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406103614","doi":"10.1038/s44220-024-00367-2","title":"A procedural overview of why, when and how to use machine learning for psychiatry","year":2025,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Island Health; Hospital for Sick Children; Centre for Addiction and Mental Health; University of Toronto","funders":"","keywords":"Psychology; Cognitive science; Psychiatry; Computer science","authors":[{"name":"Christopher Lucasius","is_ca":true},{"name":"Muhammad Amjad Ali","is_ca":true},{"name":"Deepa Kundur","is_ca":true},{"name":"Péter Szatmári","is_ca":true},{"name":"John S. Strauss","is_ca":true},{"name":"Marco Battaglia","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1005606047625258,"gpt":0.4600568390057826,"spread":0.3594962342432567,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002565487,0.00008848178,0.0002236021,0.0001189989,0.0001436078,0.0000138232,0.00003759519,0.0001182723,0.000009814811],"category_scores_gemma":[0.0002203623,0.00007538103,0.00004002747,0.0001807366,0.0000196844,0.00006578622,0.00002002488,0.0003289556,8.098828e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001268135,"about_ca_system_score_gemma":0.0004396227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007289138,"about_ca_topic_score_gemma":0.001108503,"domain_scores_codex":[0.9992493,0.00003449451,0.0002096864,0.0001927063,0.0001174598,0.0001963554],"domain_scores_gemma":[0.9994965,0.00007419521,0.00008186086,0.0001020528,0.000104158,0.0001412448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00155029,0.0004431477,0.4436459,0.01245711,0.0000697775,4.335585e-7,0.006830196,0.000001985329,0.0005408433,0.0113561,0.250099,0.2730052],"study_design_scores_gemma":[0.001146403,0.006563755,0.1009336,0.008741122,0.0001304881,0.00006651133,0.008689953,0.00252901,0.007990817,0.01011494,0.8526121,0.0004812528],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4540004,0.02381518,0.0008092017,0.5171978,0.00148774,0.00252491,0.00004073462,0.00004503836,0.00007906317],"genre_scores_gemma":[0.9535768,0.0007318738,0.008456483,0.03579418,0.0001289772,0.00004450735,0.00009496825,0.00001184483,0.001160374],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6025131,"threshold_uncertainty_score":0.3073949,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411575866","doi":"10.1038/s44220-025-00447-x","title":"Neuroimaging insights into brain mechanisms of early-onset restrictive eating disorders","year":2025,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Eating Disorders and Behaviors","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine","funders":"Université de Paris; National Institute of Mental Health; Institut Pasteur; Centre National de la Recherche Scientifique; Fondation de France; Agence Nationale de la Recherche; Deutsche Forschungsgemeinschaft","keywords":"Neuroimaging; Eating disorders; Psychology; Neuroscience; Cognitive psychology; Psychiatry","authors":[{"name":"Clara Moreau","is_ca":true},{"name":"Anaël Ayrolles","is_ca":false},{"name":"Christopher R. K. Ching","is_ca":false},{"name":"Robin Bonicel","is_ca":false},{"name":"Alexandre Mathieu","is_ca":false},{"name":"Coline Stordeur","is_ca":false},{"name":"Clara El Khantour","is_ca":true},{"name":"Pierre Bergeret","is_ca":true},{"name":"Nicolas Traut","is_ca":false},{"name":"Lydie Tran","is_ca":false},{"name":"David Germanaud","is_ca":false},{"name":"Marianne Alison","is_ca":false},{"name":"Monique Elmaleh","is_ca":false},{"name":"Stefan Ehrlich","is_ca":false},{"name":"Paul M. Thompson","is_ca":false},{"name":"Thomas Bourgeron","is_ca":false},{"name":"Richard Delorme","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008247815372815439,"gpt":0.3502584713551269,"spread":0.3420106559823115,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002065343,0.0001810274,0.0002699769,0.0002685713,0.0003027953,0.00001472888,0.0002083646,0.0002002278,0.00004451847],"category_scores_gemma":[0.00004057555,0.0001716448,0.00008217841,0.0006146859,0.00007258359,0.00006393262,0.00008208716,0.0007612045,0.000008139037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001209371,"about_ca_system_score_gemma":0.0001149493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002750198,"about_ca_topic_score_gemma":0.0006900001,"domain_scores_codex":[0.9984107,0.0002595028,0.0003675283,0.0004099548,0.0002159462,0.0003363384],"domain_scores_gemma":[0.9992613,0.0001451918,0.0002053406,0.0002801143,0.0000311293,0.00007695194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005905322,0.002242095,0.6096089,0.0004501352,0.0001653028,0.0000166529,0.05476523,0.000006274259,0.003405241,0.103627,0.0492694,0.1758533],"study_design_scores_gemma":[0.003748999,0.002593285,0.900423,0.000769159,0.00004156206,0.000007691892,0.01620443,0.0001174592,0.0007142462,0.06983843,0.004945965,0.0005957354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831119,0.002479698,0.0008052292,0.005438019,0.001522282,0.0006337404,0.0000192843,0.00008510781,0.005904721],"genre_scores_gemma":[0.9946775,0.0000329804,0.001027473,0.003485208,0.00001827746,0.00002419124,0.000046294,0.00002141389,0.0006666136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2908142,"threshold_uncertainty_score":0.6999471,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411709727","doi":"10.1038/s44220-025-00446-y","title":"The promise and challenges of psychedelic-assisted therapy: lessons from Canada’s Special Access Program","year":2025,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Psychedelics and Drug Studies","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Jewish General Hospital; Université de Montréal; Université Laval; Centre hospitalier universitaire de Québec; McGill University; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Psychotherapist; Psychology","authors":[{"name":"Nicolas Garel","is_ca":true},{"name":"Louis Plourde","is_ca":true},{"name":"Kyle T. Greenway","is_ca":true},{"name":"Michel Dorval","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06918381380050169,"gpt":0.4470585417025135,"spread":0.3778747279020118,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000263295,0.0001718549,0.000293745,0.00004418065,0.0004242528,0.00003325131,0.0003137493,0.0001608981,0.00002776074],"category_scores_gemma":[0.00001177353,0.000114906,0.00004487233,0.0001596293,0.0001159001,0.0000266603,0.00009042872,0.0003920369,7.138568e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001295983,"about_ca_system_score_gemma":0.0004897687,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1451763,"about_ca_topic_score_gemma":0.7615397,"domain_scores_codex":[0.9986392,0.0001380525,0.0003062661,0.0003590981,0.0002184141,0.0003389974],"domain_scores_gemma":[0.9992368,0.0001351474,0.0001646435,0.0003216332,0.00005721423,0.0000845324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004082639,0.0003822881,0.00205176,0.00005065493,0.0002487407,0.000001418241,0.001944126,1.906999e-8,0.00000968454,0.02497523,0.1401214,0.8298064],"study_design_scores_gemma":[0.001414856,0.0001407467,0.434874,0.0000756822,0.000007232562,0.000001538454,0.003196547,0.000002265053,0.00004068428,0.001430159,0.5587112,0.0001051036],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2481449,0.305447,0.000001067226,0.375947,0.005871198,0.001787489,0.0002994736,0.00005624796,0.0624456],"genre_scores_gemma":[0.9742139,0.02215391,0.00007567352,0.002468119,0.0004328025,0.000132595,0.00002620718,0.0000146062,0.0004821762],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8297014,"threshold_uncertainty_score":0.860516,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408372499","doi":"10.1038/s44220-025-00393-8","title":"Emotions and individual differences shape human foraging under threat","year":2025,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"Clarendon Fund; Directorate for Biological Sciences; Medical Research Council; Biotechnology and Biological Sciences Research Council; Institut National de la Santé et de la Recherche Médicale; Wellcome Trust","keywords":"Anhedonia; Psychology; Anxiety; Cognitive psychology; Task (project management); Apathy; Foraging; Worry; Social psychology; Developmental psychology; Pleasure; Cognition; Ecology","authors":[{"name":"Hailey A. Trier","is_ca":false},{"name":"Jill X. O’Reilly","is_ca":false},{"name":"Lisa Spiering","is_ca":false},{"name":"Sandy Ma Yishan","is_ca":true},{"name":"Nils Kolling","is_ca":false},{"name":"Matthew F. S. Rushworth","is_ca":false},{"name":"Jacqueline Scholl","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05042522888694558,"gpt":0.4156617901749517,"spread":0.3652365612880061,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002311163,0.0002502842,0.000284201,0.0004782303,0.0008052336,0.0000733663,0.0002106926,0.000280263,0.0004691851],"category_scores_gemma":[0.00002517859,0.0002106412,0.00005474417,0.0007396468,0.000141789,0.0001228666,0.0001277473,0.0006502863,0.00002431932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001460751,"about_ca_system_score_gemma":0.00007289127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001584634,"about_ca_topic_score_gemma":0.0001423015,"domain_scores_codex":[0.9982764,0.0001430807,0.000271443,0.0006003864,0.0002645816,0.00044413],"domain_scores_gemma":[0.9992875,0.0001397336,0.0001365185,0.0002197961,0.0000637132,0.0001527793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006249901,0.0008389698,0.5474975,0.0001473651,0.0003023956,0.000002881666,0.003357076,6.935145e-8,0.00001780416,0.0267341,0.03172153,0.3893178],"study_design_scores_gemma":[0.001598582,0.0002360395,0.9693464,0.0002002866,0.00004357762,0.00001373121,0.004446059,0.000004703249,0.00002954743,0.01419394,0.009696209,0.0001909489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9072102,0.05393181,0.0005962509,0.008053409,0.002981599,0.0009089073,0.0002872789,0.0002074999,0.025823],"genre_scores_gemma":[0.9894685,0.003318585,0.0002609373,0.004218957,0.0001463166,0.00005658779,0.0001845873,0.00002084032,0.002324747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4218489,"threshold_uncertainty_score":0.85897,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399543915","doi":"10.1038/s44220-024-00270-w","title":"Prescription psychostimulant use, admissions and treatment initiation and retention in pregnant people with opioid use disorder","year":2024,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Prenatal Substance Exposure Effects","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; National Institute on Drug Abuse; U.S. Department of Health and Human Services; National Institutes of Health; Institute of Clinical and Translational Sciences; Universidade de São Paulo; University of Toronto","keywords":"Opioid use disorder; Buprenorphine; Medicine; Methadone; Attention deficit hyperactivity disorder; Methylphenidate; Psychiatry; Pregnancy; Odds ratio; Addiction; Opioid; Internal medicine","authors":[{"name":"Kevin Y. Xu","is_ca":false},{"name":"Tiffani D.M. Berkel","is_ca":false},{"name":"Caitlin E. Martin","is_ca":false},{"name":"Hendrée E. Jones","is_ca":false},{"name":"Ebony B. Carter","is_ca":false},{"name":"Jeannie C. Kelly","is_ca":false},{"name":"Carrie M. Mintz","is_ca":false},{"name":"Frances R. Levin","is_ca":false},{"name":"Richard A. Grucza","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01701711271390126,"gpt":0.3100358586977255,"spread":0.2930187459838243,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001125609,0.0001550762,0.0002040118,0.0001422437,0.00008083445,0.00005795578,0.00001558415,0.0001341991,0.000008875199],"category_scores_gemma":[0.00004010524,0.0001040258,0.00002041136,0.0002180463,0.00001636973,0.0004053374,0.00001500885,0.0003060547,0.00000130369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003613165,"about_ca_system_score_gemma":0.0001302677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004868957,"about_ca_topic_score_gemma":0.003478662,"domain_scores_codex":[0.9990018,0.00007384842,0.0001758015,0.0003476997,0.0001997254,0.0002011208],"domain_scores_gemma":[0.9995257,0.00007099108,0.00004179436,0.0001263275,0.00001771512,0.0002174555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003494511,0.001259536,0.8348309,0.002650623,0.0001459052,0.0001747686,0.0145948,0.000009423824,0.007675734,0.001015407,0.002520991,0.1316273],"study_design_scores_gemma":[0.003049597,0.0028388,0.981436,0.004723701,0.00003977391,0.0001742094,0.0001522082,0.002395542,0.0003239349,0.00004307982,0.004677835,0.0001452937],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762984,0.01954334,0.00008524981,0.001990037,0.0002758646,0.001639697,0.00007546155,0.00007322967,0.00001872779],"genre_scores_gemma":[0.9939642,0.004109509,0.0008142092,0.0002919545,0.00004200224,0.0000653553,0.0004614624,0.00002181187,0.0002295017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1466051,"threshold_uncertainty_score":0.424205,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413197405","doi":"10.1038/s44220-025-00476-6","title":"Reduced cerebello-thalamo-cortical functional connectivity during traumatic memory retrieval in PTSD","year":2025,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Memory and Neural Mechanisms","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"London Health Sciences Centre; McMaster University; St. Joseph’s Healthcare Hamilton; Homewood Research Institute; University of Ottawa; Lawson Health Research Institute; Western University","funders":"Canadian Institutes of Health Research; Canada Foundation for Innovation","keywords":"Functional connectivity; Neuroscience; Psychology","authors":[{"name":"Breanne E. Kearney","is_ca":true},{"name":"Maria Densmore","is_ca":true},{"name":"Jean Théberge","is_ca":true},{"name":"Rakesh Jetly","is_ca":true},{"name":"Margaret C. McKinnon","is_ca":true},{"name":"Saurabh Bhaskar Shaw","is_ca":true},{"name":"Ruth A. Lanius","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0494835781110255,"gpt":0.3493885416440172,"spread":0.2999049635329917,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000546311,0.0002120802,0.0003285206,0.0002217476,0.0005297172,0.00002819517,0.0001940638,0.0002426762,0.0001903874],"category_scores_gemma":[0.0005054632,0.0001982667,0.00008322835,0.0007253061,0.00007708905,0.0001850686,0.0000899767,0.001536588,0.00003177292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004775321,"about_ca_system_score_gemma":0.0002270943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001317583,"about_ca_topic_score_gemma":0.00006375367,"domain_scores_codex":[0.9974043,0.000538837,0.0004230796,0.0006570459,0.0004563506,0.0005203902],"domain_scores_gemma":[0.9991112,0.0003326783,0.0001051717,0.0002629446,0.00001526333,0.000172772],"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":[0.000903883,0.0003602167,0.0001820851,0.0002897862,0.000003997014,0.00003789605,0.0005029086,0.000007049602,0.9922465,0.003660571,0.0003909374,0.001414131],"study_design_scores_gemma":[0.00159651,0.0001625153,0.02347234,0.0001785149,0.000003917018,0.00007998163,0.0002816011,0.0004118738,0.9723075,0.001299855,0.0000424624,0.0001629319],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903359,0.0001795395,0.00001877845,0.004236165,0.002526619,0.0007222377,0.00002262036,0.0001046136,0.001853564],"genre_scores_gemma":[0.994525,0.00003385625,0.00004545078,0.003899428,0.00008671307,0.00001390077,0.000007272678,0.00001492129,0.001373423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02329026,"threshold_uncertainty_score":0.808508,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396624781","doi":"10.1038/s44220-024-00253-x","title":"A call for immediate action to improve the mental health of left-behind children in the post-COVID-19 era","year":2024,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Family Support in Illness","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"National Natural Science Foundation of China","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Mental health; 2019-20 coronavirus outbreak; Call to action; Action (physics); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); New normal; Left behind; Public relations; EXPOSE; Psychology; Medicine; Political science; Psychiatry; Business; Virology; Marketing","authors":[{"name":"Jinkai Li","is_ca":false},{"name":"Qiuzhen Ren","is_ca":false},{"name":"Erga Luo","is_ca":false},{"name":"Chuanlong Ma","is_ca":true},{"name":"Chengfang Liu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01677641183158292,"gpt":0.3859314367077322,"spread":0.3691550248761493,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003662334,0.000163471,0.0002383632,0.0001372016,0.0009247049,0.00007959743,0.0004975002,0.0001884741,0.00002971115],"category_scores_gemma":[0.0001509362,0.0001030549,0.0001135593,0.0003166888,0.0001400045,0.0001682901,0.00006414887,0.0007857321,0.000009397688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001807454,"about_ca_system_score_gemma":0.002452678,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03465549,"about_ca_topic_score_gemma":0.08747281,"domain_scores_codex":[0.9974111,0.0004613823,0.0004062349,0.0003844367,0.000727687,0.0006091885],"domain_scores_gemma":[0.9989902,0.0003203921,0.0001457488,0.0002312206,0.00003375709,0.0002787116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004940483,0.0004153691,0.006342972,0.000705043,0.00007068501,0.000003311489,0.6507213,0.000007425024,0.0005633167,0.01190659,0.2309114,0.09785855],"study_design_scores_gemma":[0.002418433,0.002324129,0.08760812,0.0003353871,0.00002207944,0.00004638329,0.1323891,0.0001428322,0.0004474426,0.00191873,0.7717016,0.0006456868],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3876557,0.004150325,0.00003393089,0.5948001,0.00486717,0.006391766,0.001615806,0.0000766806,0.0004085079],"genre_scores_gemma":[0.9440733,0.0003399131,0.0001465514,0.05422455,0.0004556605,0.00009356007,0.0002578658,0.00002164279,0.0003869193],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5564176,"threshold_uncertainty_score":0.9717728,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412640196","doi":"10.1038/s44220-025-00459-7","title":"Modeled estimates of the health outcomes and economic value of improving the social determinants of mental health","year":2025,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Alberta Children's Hospital","funders":"National Health and Medical Research Council; Department of Social Services, Australian Government; Queensland Health","keywords":"Mental health; Social determinants of health; Value (mathematics); Environmental health; Psychology; Economics; Demographic economics; Public economics; Medicine; Economic growth; Psychiatry; Health care; Statistics; Mathematics","authors":[{"name":"Paul Crosland","is_ca":false},{"name":"Nicholas Ho","is_ca":false},{"name":"Kim‐Huong Nguyen","is_ca":false},{"name":"Kristen Tran","is_ca":false},{"name":"Seyed Hossein Hosseini","is_ca":false},{"name":"Catherine Vacher","is_ca":false},{"name":"Adam Skinner","is_ca":false},{"name":"Jordan van Rosmalen","is_ca":false},{"name":"Sebastian Rosenberg","is_ca":false},{"name":"Frank Iorfino","is_ca":false},{"name":"Victoria Loblay","is_ca":false},{"name":"Olivia Iannelli","is_ca":false},{"name":"Sarah Piper","is_ca":false},{"name":"Yun Ju Christine Song","is_ca":false},{"name":"Sophie Morson","is_ca":false},{"name":"Judith Piccone","is_ca":false},{"name":"Adam Connell","is_ca":false},{"name":"Deborah A. Marshall","is_ca":true},{"name":"Ian B. Hickie","is_ca":false},{"name":"Jo‐An Occhipinti","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01953208797827892,"gpt":0.4232811503344905,"spread":0.4037490623562116,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008986701,0.0002468574,0.0008343359,0.0001135704,0.000809092,0.000009345166,0.000373071,0.0001600523,0.00002962767],"category_scores_gemma":[0.00000806814,0.0001510328,0.0001481331,0.0001727045,0.0002481972,0.00007349339,0.0001950534,0.0003901488,0.000001236811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005666165,"about_ca_system_score_gemma":0.0005507604,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01043445,"about_ca_topic_score_gemma":0.001817218,"domain_scores_codex":[0.9974743,0.0003584708,0.00106903,0.0003497759,0.0002334349,0.000514988],"domain_scores_gemma":[0.9981811,0.0001518884,0.00119676,0.0003454743,0.00002071741,0.0001040529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001087348,0.001324855,0.6413903,0.004510433,0.0003138812,5.883661e-7,0.02350907,0.000004427712,0.00009574486,0.02884335,0.0089312,0.2899888],"study_design_scores_gemma":[0.006118717,0.001437079,0.9797875,0.0008441293,0.00003999818,0.00001560538,0.006177186,0.001641703,0.002075009,0.001338698,0.0002825394,0.0002417904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688153,0.008594082,0.000007658527,0.01818232,0.001492626,0.002023172,0.00060215,0.00001629762,0.000266434],"genre_scores_gemma":[0.995773,0.0002219221,0.000266623,0.003416739,0.00003091426,0.00003214424,0.00003696787,0.00001872737,0.000202949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3383972,"threshold_uncertainty_score":0.9961551,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413130084","doi":"10.1038/s44220-025-00475-7","title":"The overlapping genetic architecture of psychiatric disorders and cortical brain structure","year":2025,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Genetic Associations and Epidemiology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"National Institute of Mental Health","keywords":"Genetic architecture; Neuroscience; Psychology; Psychiatry; Biology; Genetics; Gene; Phenotype","authors":[{"name":"Zhiqiang Sha","is_ca":false},{"name":"Varun Warrier","is_ca":false},{"name":"Richard A. I. Bethlehem","is_ca":false},{"name":"Laura M. Schultz","is_ca":false},{"name":"Alison Merikangas","is_ca":false},{"name":"Kevin Y. Sun","is_ca":false},{"name":"Raquel E. Gur","is_ca":false},{"name":"Russell T. Shinohara","is_ca":true},{"name":"Michael J. Gandal","is_ca":false},{"name":"Jakob Seidlitz","is_ca":false},{"name":"Laura Almasy","is_ca":false},{"name":"Ole A. Andreassen","is_ca":false},{"name":"Aaron Alexander‐Bloch","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.002169513056282068,"gpt":0.2819800957139881,"spread":0.2798105826577061,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002060028,0.0001004622,0.0001424543,0.00003424121,0.0002875889,0.000006776334,0.0001135246,0.000230233,0.0000023484],"category_scores_gemma":[0.0001317064,0.00007122214,0.00004831836,0.0001222072,0.0001045207,6.254928e-7,0.00007554095,0.000305687,1.421933e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001950068,"about_ca_system_score_gemma":0.0001217906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003099927,"about_ca_topic_score_gemma":0.0006023828,"domain_scores_codex":[0.9990895,0.0001642077,0.0002289234,0.0002162712,0.00007462355,0.0002264972],"domain_scores_gemma":[0.9995773,0.0000685701,0.0001030513,0.0001811505,0.00001915256,0.00005074248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004484696,0.0001936181,0.4518542,0.0004172974,0.0004238848,5.014187e-7,0.0005440931,0.0003261892,0.04722666,0.009448919,0.1231341,0.3659821],"study_design_scores_gemma":[0.0007360244,0.0003724094,0.8830557,0.0000198502,0.0000137686,0.00001210734,0.0002158532,0.0001516724,0.0003020029,0.005768329,0.1092216,0.0001306291],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9497966,0.02319964,0.00104916,0.02483421,0.0004374051,0.0003112554,0.00005533515,0.000005036261,0.000311403],"genre_scores_gemma":[0.9926714,0.00146036,0.002397623,0.003148962,0.00006527034,0.000004334457,0.00005308591,0.000006490854,0.000192521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4312016,"threshold_uncertainty_score":0.2904355,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414440574","doi":"10.1038/s44220-025-00503-6","title":"The network-based underpinnings of persisting symptoms after concussion: a multimodal neuroimaging meta-analysis","year":2025,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario Brain Institute; University of Toronto; University Health Network; Health Sciences Centre; Toronto Rehabilitation Institute; Sunnybrook Health Science Centre","funders":"Medical Research Council; Azrieli Foundation; University of Toronto; Canadian Institutes of Health Research; Sunnybrook Research Institute; National Health and Medical Research Council; Fondation Brain Canada","keywords":"Neuroimaging; Functional magnetic resonance imaging; Connectome; Transcranial magnetic stimulation; Functional neuroimaging; Human Connectome Project; Nerve net; Limiting; Salience (neuroscience); Neuromodulation","authors":[{"name":"Adriano Mollica","is_ca":true},{"name":"Robin Cash","is_ca":false},{"name":"Carl Froilan D. Leochico","is_ca":true},{"name":"Peter Giacobbe","is_ca":true},{"name":"Isabella J. Sewell","is_ca":true},{"name":"Andrew Zalesky","is_ca":false},{"name":"Jennifer S. Rabin","is_ca":true},{"name":"Maged Goubran","is_ca":true},{"name":"Simon J. Graham","is_ca":true},{"name":"Benjamin Davidson","is_ca":true},{"name":"Fa‐Hsuan Lin","is_ca":true},{"name":"Nir Lipsman","is_ca":true},{"name":"Clement Hamani","is_ca":true},{"name":"Matthew J. Burke","is_ca":true},{"name":"Sean M. Nestor","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02962681878623317,"gpt":0.3303892847385457,"spread":0.3007624659523125,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007589111,0.0001975771,0.0005546871,0.0001224883,0.001061095,0.00004802223,0.0002409383,0.00007477069,0.0000301527],"category_scores_gemma":[0.001239682,0.0001257093,0.0006102285,0.001445014,0.0002487788,0.00007440671,0.0001594504,0.0005930908,0.000002111047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000187117,"about_ca_system_score_gemma":0.000174699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007772511,"about_ca_topic_score_gemma":0.0001334134,"domain_scores_codex":[0.9977431,0.0004585957,0.000355332,0.0005541191,0.0004863994,0.0004024587],"domain_scores_gemma":[0.9943563,0.004951553,0.0002372748,0.0003273959,0.00006358048,0.00006386099],"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":[0.01083144,0.003009543,0.3098707,0.002883888,0.1678706,0.0001878682,0.01072279,0.06586325,0.01922324,0.1008194,0.2549213,0.05379585],"study_design_scores_gemma":[0.01000847,0.002205765,0.2845697,0.0005849518,0.08804104,0.00005492271,0.003150043,0.3583378,0.03163072,0.005344726,0.2129678,0.003104067],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1662811,0.04854699,0.004508551,0.7672132,0.004543328,0.002963067,0.000354114,0.0004506281,0.005139022],"genre_scores_gemma":[0.954511,0.00001674914,0.0002938597,0.04460714,0.0000436022,0.00004397519,0.00000397984,0.00001049112,0.0004691556],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7882299,"threshold_uncertainty_score":0.8161194,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415376000","doi":"10.1038/s44220-025-00521-4","title":"Prevalence, magnitude and distribution of climate change anxiety in Canada: an interdisciplinary study","year":2025,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Balsillie School of International Affairs; University of Waterloo; Acadia University; University of Alberta","funders":"Social Sciences and Humanities Research Council of Canada; University of Alberta; Canadian Institutes of Health Research; Alberta Innovates; ArcticNet","keywords":"Climate change; Anxiety; Feeling; Distribution (mathematics); Confidence interval; Survey data collection; Indigenous","authors":[{"name":"Sherilee L. Harper","is_ca":true},{"name":"Ashlee Cunsolo","is_ca":true},{"name":"Brandon S. Aylward","is_ca":true},{"name":"Susan Clayton","is_ca":false},{"name":"Meixia Lin","is_ca":true},{"name":"Katarzyna Minor","is_ca":false},{"name":"Rachael Vriezen","is_ca":true},{"name":"Marina Banuet-Martínez","is_ca":true},{"name":"Hannah B. Bayne","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1137961089106302,"gpt":0.4800124855473511,"spread":0.3662163766367209,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006404347,0.00005669366,0.0001122502,0.0000467041,0.0003450726,0.00001006392,0.000130345,0.00005939467,0.00003136757],"category_scores_gemma":[0.000009805048,0.00005639635,0.00001030873,0.0002443103,0.00004969577,0.0001203875,0.0001612304,0.0002129096,2.95379e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001081549,"about_ca_system_score_gemma":0.00029284,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5910155,"about_ca_topic_score_gemma":0.9919352,"domain_scores_codex":[0.9990467,0.000312972,0.0001772027,0.0001353486,0.0001610186,0.0001667067],"domain_scores_gemma":[0.9996865,0.00002190613,0.00006713642,0.0001316142,0.00002988171,0.00006300645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005841574,0.0003166417,0.839147,0.0002118902,0.000002483362,3.036301e-7,0.05156079,9.156292e-8,0.000004647649,0.001269522,0.0003206885,0.1071075],"study_design_scores_gemma":[0.0002566567,0.00007684204,0.9280575,0.0001325294,0.000002524713,1.711027e-7,0.07003976,0.00004378865,9.876004e-7,0.00005827441,0.001289263,0.00004170931],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892979,0.001364319,5.3286e-7,0.006382751,0.0002321496,0.0007486612,0.0002255741,0.00001137831,0.001736729],"genre_scores_gemma":[0.9836131,0.01573089,0.00001191025,0.0004146833,0.00002414765,0.00002687363,0.0001540879,0.000002189827,0.00002216544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4009198,"threshold_uncertainty_score":0.411708,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415241051","doi":"10.1038/s44220-025-00515-2","title":"Solastalgia as a warning sign for mental health in a changing environment","year":2025,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Health, psychology, and well-being","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Mental health; Sign (mathematics); Mental illness; Public health; Vulnerability (computing)","authors":[{"name":"Lucas Murrins Marques","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0173377561920101,"gpt":0.4453745423895425,"spread":0.4280367861975324,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004385049,0.0003839022,0.0007680839,0.000884761,0.00284403,0.00001301887,0.0002795331,0.0007129445,0.000178293],"category_scores_gemma":[0.00008182106,0.0003808741,0.0001310739,0.0006780089,0.000066855,0.0001336464,0.000190142,0.003040041,0.0001429448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003563012,"about_ca_system_score_gemma":0.001829161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000550803,"about_ca_topic_score_gemma":0.000478385,"domain_scores_codex":[0.9940048,0.001235672,0.001262041,0.0008659105,0.0003355373,0.002295981],"domain_scores_gemma":[0.9981515,0.0004472575,0.0004734561,0.0004014664,0.00002660666,0.000499693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002390121,0.001682086,0.02154349,0.00912723,0.0001622192,0.00001421896,0.1755269,0.00002559571,0.0006152545,0.06044419,0.2216207,0.506848],"study_design_scores_gemma":[0.01031829,0.001724785,0.0166286,0.004617644,0.00001064283,0.00001442425,0.03735665,0.0009158697,0.0000619448,0.004741027,0.9229788,0.0006313421],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2853027,0.0280989,0.007055652,0.5989325,0.01876424,0.03214854,0.000846367,0.0007172475,0.02813389],"genre_scores_gemma":[0.8294162,0.003626782,0.003711826,0.1536772,0.0005888579,0.0008153315,0.0007080009,0.0001068665,0.007348948],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7013581,"threshold_uncertainty_score":0.9998643,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385812327","doi":"10.1038/s44220-023-00105-0","title":"Aberrant brain activity in pedophilia links to receptor distribution, gene expression, and behavior","year":2023,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Neurotransmitter Receptor Influence on Behavior","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Pedophilia; Neuroscience; Serotonergic; Psychology; Cognition; Biology; Medicine; Poison control; Receptor; Genetics; Serotonin; Injury prevention","authors":[{"name":"Gereon Johannes Schnellbächer","is_ca":false},{"name":"Juergen Dukart","is_ca":false},{"name":"Justine Y. Hansen","is_ca":true},{"name":"Ross D. Markello","is_ca":true},{"name":"Andreas Mokros","is_ca":false},{"name":"Viktoria Pietsch","is_ca":false},{"name":"Inka Ristow","is_ca":false},{"name":"Katrin Sakreida","is_ca":false},{"name":"Martin Walter","is_ca":false},{"name":"Simon B. Eickhoff","is_ca":false},{"name":"Timm B. Poeppl","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0261779996913486,"gpt":0.3452922346593136,"spread":0.319114234967965,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004020318,0.0002593158,0.0002872407,0.000197811,0.0003134016,0.00005287267,0.000294713,0.000332964,0.00007309981],"category_scores_gemma":[0.0001489086,0.0002470257,0.0000521181,0.001061817,0.00009129409,0.0002425113,0.0001503292,0.001411687,0.000165263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002996927,"about_ca_system_score_gemma":0.00009762623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006737217,"about_ca_topic_score_gemma":0.00005690732,"domain_scores_codex":[0.9972573,0.0002944168,0.0003419745,0.0008717845,0.0005549087,0.0006796138],"domain_scores_gemma":[0.9990041,0.0001076147,0.00009807283,0.0003353066,0.00002211117,0.000432743],"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":[0.00009096806,0.0002386193,0.007595001,0.00003962,3.447799e-7,0.00002747189,0.0008238446,0.000001143568,0.9689645,0.00002434145,0.01340549,0.00878865],"study_design_scores_gemma":[0.0008823358,0.00025887,0.1664121,0.0001103156,0.000002676217,0.00003345437,0.00005401166,0.000009624653,0.8217741,0.00002024187,0.01015956,0.0002826405],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741735,0.00005220725,0.00001285448,0.02215383,0.0009505218,0.001509604,0.000930195,0.0002087768,0.000008552444],"genre_scores_gemma":[0.9931932,0.0001103548,0.0001820736,0.005798272,0.00007608702,0.0002465419,0.00008651273,0.00003752527,0.0002693951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1588171,"threshold_uncertainty_score":0.9999982,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}