{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":38,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":38,"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":"b91e6f11bd9a","filters":{"venue":"BMJ Mental Health"}},"results":[{"id":"W4386019382","doi":"10.1136/bmjment-2023-300719","title":"Development and validation of a dementia risk score in the UK Biobank and Whitehall II cohorts","year":2023,"lang":"en","type":"article","venue":"BMJ Mental Health","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"National Institute on Aging; Medical Research Council; Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; British Heart Foundation; University College London; Academy of Medical Sciences; Horizon 2020 Framework Programme; UK Research and Innovation; Diabetes UK; Alzheimer's Society; Wellcome Trust","keywords":"Dementia; Biobank; Medicine; Cohort; Framingham Risk Score; Cohort study; Risk assessment; Population; Gerontology; Demography; Disease; Internal medicine; Environmental health; Bioinformatics","authors":[{"name":"Melis Anatürk","is_ca":false},{"name":"Raihaan Patel","is_ca":false},{"name":"Klaus P. Ebmeier","is_ca":false},{"name":"Georgios Georgiopoulos","is_ca":false},{"name":"Danielle Newby","is_ca":false},{"name":"Anya Topiwala","is_ca":false},{"name":"Ann‐Marie G. de Lange","is_ca":false},{"name":"James H. Cole","is_ca":false},{"name":"Michelle G. Jansen","is_ca":false},{"name":"Archana Singh‐Manoux","is_ca":false},{"name":"Mika Kivimäki","is_ca":false},{"name":"Sana Suri","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04824894613151488,"gpt":0.3845641865390902,"spread":0.3363152404075754,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001625727,0.00008078788,0.0001620124,0.0001567141,0.0001835475,0.00001220057,0.00003681861,0.00002341509,0.00003935381],"category_scores_gemma":[0.00002638215,0.00005756634,0.00001521186,0.0002807856,0.00005669841,0.00003695933,0.00009764681,0.00009213119,0.000006061082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004851135,"about_ca_system_score_gemma":0.0001596182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002242214,"about_ca_topic_score_gemma":0.0001837362,"domain_scores_codex":[0.9987905,0.000114843,0.0002924646,0.0001768526,0.0003822786,0.0002430706],"domain_scores_gemma":[0.9996663,0.0000360207,0.00008840425,0.00009199053,0.00002683824,0.00009040433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009415038,0.0001360565,0.9603338,0.0002378673,0.00003655035,0.00001035241,0.0042065,8.041592e-8,0.000241829,0.00004041197,0.00129701,0.03336538],"study_design_scores_gemma":[0.001435711,0.0005233738,0.991877,0.0002342368,0.00001934595,0.00002554586,0.002652129,0.00003863541,0.001926962,0.00004836358,0.001166866,0.00005182944],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953563,0.0003788019,0.000009534852,0.002302733,0.00003420655,0.001493904,0.00001471737,0.00001262808,0.0003972321],"genre_scores_gemma":[0.9981707,0.0007945701,0.0003513939,0.0003227744,0.00001473752,0.00008164797,0.0001378201,0.000006329263,0.0001200146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03331355,"threshold_uncertainty_score":0.2347487,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387745881","doi":"10.1136/bmjment-2023-300771","title":"Adjunctive agents to antipsychotics in schizophrenia: a systematic umbrella review and recommendations for amino acids, hormonal therapies and anti-inflammatory drugs","year":2023,"lang":"en","type":"review","venue":"BMJ Mental Health","topic":"Schizophrenia research and treatment","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":"Ottawa Hospital; University of Ottawa","funders":"National Health and Medical Research Council","keywords":"Medicine; Schizophrenia (object-oriented programming); Adjunctive treatment; Pharmacology; Bioinformatics; Hormone; Psychiatry; Intensive care medicine; Internal medicine; Biology","authors":[{"name":"Guillaume Fond","is_ca":false},{"name":"Jasmina Mallet","is_ca":false},{"name":"Mathieu Urbach","is_ca":false},{"name":"Michael E. Benros","is_ca":false},{"name":"Michael Berk","is_ca":false},{"name":"Martina Billeci","is_ca":false},{"name":"Laurent Boyer","is_ca":false},{"name":"Christoph U. Correll","is_ca":false},{"name":"Michele Fornaro","is_ca":false},{"name":"Jayashri Kulkarni","is_ca":false},{"name":"Marion Leboyer","is_ca":false},{"name":"Pierre‐Michel Llorca","is_ca":false},{"name":"D. Misdrahi","is_ca":false},{"name":"Romain Rey","is_ca":false},{"name":"Franck Schürhoff","is_ca":false},{"name":"Marco Solmi","is_ca":true},{"name":"Iris E. Sommer","is_ca":false},{"name":"Stephen M. Stahl","is_ca":false},{"name":"Baptiste Pignon","is_ca":false},{"name":"Fabrice Berna","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1265796830457429,"gpt":0.4565608580015314,"spread":0.3299811749557885,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001468984,0.0005139494,0.003070925,0.0005111246,0.0002154326,0.00004395549,0.0001262555,0.0001424545,0.00001322283],"category_scores_gemma":[0.0001316168,0.0003779921,0.0002431549,0.0005150364,0.00006697763,0.00006278227,0.0001268142,0.0003538925,0.00005493626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005883822,"about_ca_system_score_gemma":0.0009495803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003007798,"about_ca_topic_score_gemma":0.00009720536,"domain_scores_codex":[0.9965726,0.0004634745,0.001317915,0.000669001,0.0004092922,0.0005677902],"domain_scores_gemma":[0.9980891,0.0003970461,0.000440806,0.0004221793,0.00006698787,0.0005839184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0005236258,0.0001780946,0.00004332638,0.7475556,0.0006435847,0.00002415546,0.0003668961,5.657488e-9,6.63253e-8,0.0001915099,0.009891155,0.240582],"study_design_scores_gemma":[0.006272531,0.001281114,0.001755334,0.8906509,0.001610381,0.0004362752,0.0005674477,0.00001246806,2.420935e-7,0.0001082785,0.09676228,0.0005427529],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003149664,0.9681289,0.000004764557,0.006616194,0.0001800584,0.02394035,0.0007522419,0.00005020145,0.00001230135],"genre_scores_gemma":[0.00005991998,0.9926748,0.00212311,0.0007271392,0.00009321868,0.003079613,0.0009157509,0.00009052026,0.0002358769],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2400392,"threshold_uncertainty_score":0.9998672,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4362692519","doi":"10.1136/bmjment-2023-300675","title":"Prevalence estimates of major depressive disorder in 27 European countries from the European Health Interview Survey: accounting for imperfect diagnostic accuracy of the PHQ-8","year":2023,"lang":"en","type":"review","venue":"BMJ Mental Health","topic":"Treatment of Major Depression","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University Health Centre; McGill University; Jewish General Hospital","funders":"Fonds de Recherche du Québec - Santé","keywords":"Patient Health Questionnaire; Major depressive disorder; Depression (economics); False positive paradox; Population; Medicine; Mental health; Confidence interval; Demography; Psychiatry; Psychology; Statistics; Depressive symptoms; Environmental health; Economics; Mathematics","authors":[{"name":"Felix Fischer","is_ca":false},{"name":"Dario Zocholl","is_ca":false},{"name":"Geraldine Rauch","is_ca":false},{"name":"Brooke Levis","is_ca":true},{"name":"Andrea Benedetti","is_ca":true},{"name":"Brett D. Thombs","is_ca":true},{"name":"Matthias Rose","is_ca":false},{"name":"Polychronis Kostoulas","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09170942305961453,"gpt":0.4264707970053121,"spread":0.3347613739456975,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007506408,0.0005967087,0.002297967,0.0001261534,0.0002725871,0.00003487727,0.0008627037,0.00008122249,0.00002655514],"category_scores_gemma":[0.00437834,0.0003188853,0.0004943903,0.000452388,0.0002122751,0.000109147,0.0007295758,0.0004851289,0.00004025203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004199312,"about_ca_system_score_gemma":0.001061387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003406228,"about_ca_topic_score_gemma":0.001225647,"domain_scores_codex":[0.9893616,0.006467899,0.002239908,0.0007031879,0.0006226068,0.0006047522],"domain_scores_gemma":[0.984613,0.01089673,0.003131129,0.001119604,0.0001006473,0.0001388758],"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":[0.00006211693,0.0003418904,0.109369,0.1143388,0.0002670346,0.000009409846,0.0009242216,0.000001200644,5.435209e-7,0.000003250968,0.004470931,0.7702115],"study_design_scores_gemma":[0.0030399,0.0007456127,0.5086701,0.4378106,0.0008918087,0.00005025745,0.0002603083,0.0000240621,0.00001115238,0.00001931792,0.04804745,0.0004294277],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00259423,0.9787462,0.00004785825,0.00143461,0.0005972515,0.01215843,0.004313762,0.00006018933,0.00004748113],"genre_scores_gemma":[0.006730745,0.990764,0.0001751414,0.0003202425,0.0001784852,0.0002688698,0.001276061,0.000207394,0.00007901176],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7697821,"threshold_uncertainty_score":0.9999263,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400966394","doi":"10.1136/bmjment-2024-301062","title":"Parkinson’s disease psychosis associated with accelerated multidomain cognitive decline","year":2024,"lang":"en","type":"article","venue":"BMJ Mental Health","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Parkinson's UK; National Institute for Health and Care Research","keywords":"Psychosis; Dementia; Cognition; Verbal fluency test; Cognitive decline; Parkinson's disease; Psychiatry; Psychology; Recall; Schizophrenia (object-oriented programming); Drug-naïve; Disease; Clinical psychology; Medicine; Neuropsychology; Internal medicine","authors":[{"name":"Sara Pisani","is_ca":false},{"name":"Luca Gosse","is_ca":false},{"name":"Dag Aarsland","is_ca":false},{"name":"К. Ray Chaudhuri","is_ca":false},{"name":"Clive Ballard","is_ca":false},{"name":"Dominic ffytche","is_ca":false},{"name":"Latha Velayudhan","is_ca":false},{"name":"Sagnik Bhattacharyya","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04220171368357565,"gpt":0.3791546545109956,"spread":0.3369529408274199,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002967484,0.0003051661,0.0004024381,0.0001493116,0.0002280894,0.00006206643,0.00005896007,0.0000631716,0.0002928562],"category_scores_gemma":[0.00004906533,0.0002290451,0.0001275524,0.0004390859,0.00005593414,0.0001136729,0.00004016401,0.0001816359,0.0001841234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006174466,"about_ca_system_score_gemma":0.0006374469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001751669,"about_ca_topic_score_gemma":0.0001719808,"domain_scores_codex":[0.9978547,0.0001328079,0.0003522707,0.0006000259,0.0005373771,0.0005228393],"domain_scores_gemma":[0.998559,0.00008202171,0.0001061886,0.0001985086,0.00006921338,0.0009850421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02038206,0.01455803,0.7149894,0.002016447,0.004847139,0.007745012,0.002442568,0.00000388347,0.0003913336,0.000594284,0.03921192,0.1928179],"study_design_scores_gemma":[0.0102756,0.001767875,0.9518462,0.004508707,0.0004458888,0.00006845033,0.0003765321,0.003053826,0.0002468592,0.000156955,0.02686711,0.0003859287],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834335,0.003446179,0.0001996724,0.007292018,0.0003887765,0.002769456,0.001470455,0.0004021621,0.0005978074],"genre_scores_gemma":[0.991873,0.0003904808,0.0003981423,0.003724406,0.0001189117,0.0003666082,0.00209525,0.00007120436,0.0009619776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2368568,"threshold_uncertainty_score":0.934019,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385307638","doi":"10.1136/bmjment-2023-300728","title":"Prescription amphetamines in people with opioid use disorder and co-occurring psychostimulant use disorder initiating buprenorphine: an analysis of treatment retention and overdose risk","year":2023,"lang":"en","type":"article","venue":"BMJ Mental Health","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre for Addiction and Mental Health","funders":"National Center for Advancing Translational Sciences; McDonnell Center for Systems Neuroscience; National Institutes of Health; Janssen Pharmaceuticals; Alkermes; Teva Pharmaceutical Industries; New York State Psychiatric Institute; National Institute on Drug Abuse; Substance Abuse and Mental Health Services Administration; Arnold Ventures; US WorldMeds; Saint Louis University; Institute of Clinical and Translational Sciences; Washington University in St. Louis; Indivior; University of Washington; Major League Baseball; Novartis","keywords":"Buprenorphine; Opioid use disorder; Medicine; Logistic regression; Retrospective cohort study; Psychiatry; Attention deficit hyperactivity disorder; Opioid; Discontinuation; Substance abuse; Emergency medicine; Internal medicine","authors":[{"name":"Vítor S. Tardelli","is_ca":true},{"name":"Kevin Y. Xu","is_ca":false},{"name":"Adam Bisaga","is_ca":false},{"name":"Frances R. Levin","is_ca":false},{"name":"Thiago Marques Fidalgo","is_ca":false},{"name":"Richard A. Grucza","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03344698442683285,"gpt":0.3558588405138751,"spread":0.3224118560870422,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002518729,0.0002877782,0.0006599008,0.0006069135,0.0001713758,0.00005216744,0.00003423934,0.00006299522,0.000013965],"category_scores_gemma":[0.00004596357,0.0002265223,0.00007290586,0.0008974875,0.00005784038,0.000436355,0.00003950901,0.00009490304,0.000001385331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003177687,"about_ca_system_score_gemma":0.0001031926,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03526896,"about_ca_topic_score_gemma":0.02383063,"domain_scores_codex":[0.9980807,0.0001709139,0.0005654499,0.0005396541,0.0002868292,0.0003564152],"domain_scores_gemma":[0.9989654,0.0001125155,0.0003133734,0.0003571323,0.00004167218,0.0002099194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006373295,0.0009108885,0.9812607,0.0002808933,0.0003843085,0.000007489264,0.007881416,0.0006162802,0.00008498051,0.00001079868,0.00001412381,0.007910796],"study_design_scores_gemma":[0.005564369,0.002593691,0.9400989,0.0003004415,0.0005724049,0.00001129863,0.003806735,0.04677204,0.00001761013,0.000006048677,0.0000790116,0.0001774464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963288,0.0004977658,0.00009358487,0.0001962866,0.00005107606,0.002154234,0.0005970596,0.00007522602,0.000006002656],"genre_scores_gemma":[0.9919239,0.004353262,0.0009358387,0.00007661615,0.0000171471,0.0001610723,0.002438466,0.00003790868,0.00005574096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04615576,"threshold_uncertainty_score":0.9939819,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404468660","doi":"10.1136/bmjment-2024-301165","title":"Efficacy and acceptability of lurasidone for bipolar depression: a systematic review and dose–response meta-analysis","year":2024,"lang":"en","type":"review","venue":"BMJ Mental Health","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":13,"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":"National Science and Technology Council; Idorsia Pharmaceuticals; H. Lundbeck A/S; Centro de Investigación Biomédica en Red de Salud Mental; Teva Pharmaceutical Industries; Ministerio de Ciencia e Innovación; Biogen; Gedeon Richter; Pfizer; Dainippon Sumitomo Pharma; Sunovion; Sanofi; Amgen; National Health Research Institutes; Bristol-Myers Squibb","keywords":"Lurasidone; Medicine; Meta-analysis; Internal medicine; Depression (economics); Clinical Global Impression; Anxiety; Bipolar disorder; Placebo; Gastroenterology; Antipsychotic; Psychiatry; Schizophrenia (object-oriented programming); Lithium (medication)","authors":[{"name":"Yu‐Wei Lin","is_ca":false},{"name":"Yang‐Chieh Brian Chen","is_ca":false},{"name":"Kuo‐Chuan Hung","is_ca":false},{"name":"Chih‐Sung Liang","is_ca":false},{"name":"Ping‐Tao Tseng","is_ca":false},{"name":"André F. Carvalho","is_ca":false},{"name":"Eduard Vieta","is_ca":false},{"name":"Marco Solmi","is_ca":true},{"name":"Edward Chia‐Cheng Lai","is_ca":false},{"name":"Pao‐Yen Lin","is_ca":false},{"name":"Chih‐Wei Hsu","is_ca":false},{"name":"Yu‐Kang Tu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1330182031794734,"gpt":0.4817138353706793,"spread":0.3486956321912059,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002651767,0.0005133976,0.009939778,0.0002940382,0.0001016952,0.00002056868,0.00009297681,0.0001469289,0.0001222591],"category_scores_gemma":[0.0001806364,0.0002792219,0.002158446,0.0005893453,0.00007615205,0.00003678485,0.0001176558,0.000207954,0.000007516911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001887922,"about_ca_system_score_gemma":0.0004223426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001005691,"about_ca_topic_score_gemma":0.00004606635,"domain_scores_codex":[0.9959962,0.001025355,0.001711297,0.0006769247,0.0003215201,0.0002686737],"domain_scores_gemma":[0.9975868,0.0005462487,0.0007162447,0.0007879448,0.00004446199,0.0003182957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000105367,0.0002379881,0.00001820491,0.8668578,0.07416061,0.000001832371,0.00009349787,2.247556e-9,2.843824e-8,0.000007027114,0.0001282333,0.05838935],"study_design_scores_gemma":[0.0006987433,0.0004516065,0.0002033822,0.08225277,0.8273489,0.0002292772,0.00003332704,0.000002234259,2.187269e-7,0.000003363251,0.08859684,0.0001792667],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004895124,0.9775761,0.0000124505,0.0006716246,0.00003885386,0.0206525,0.001004989,0.00002909121,0.000009534145],"genre_scores_gemma":[0.0001831802,0.9964036,0.0005090074,0.0001803384,0.00001484084,0.002099664,0.0003507393,0.00004570309,0.0002129173],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7846051,"threshold_uncertainty_score":0.999966,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403244459","doi":"10.1136/bmjment-2024-301133","title":"Systematic review of interventions for mental health, cognition and psychological well-being in long COVID","year":2024,"lang":"en","type":"review","venue":"BMJ Mental Health","topic":"Long-Term Effects of COVID-19","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre for Addiction and Mental Health","funders":"Canadian Institutes of Health Research","keywords":"Psychological intervention; Coronavirus disease 2019 (COVID-19); Mental health; Psychology; Cognition; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Clinical psychology; Psychotherapist; Psychiatry; Medicine; Virology; Disease","authors":[{"name":"Lisa D. Hawke","is_ca":true},{"name":"Anh Truong Phuong Nguyen","is_ca":true},{"name":"Wei Wang","is_ca":true},{"name":"Eric E. Brown","is_ca":true},{"name":"Dandan Xu","is_ca":false},{"name":"Susan Deuville","is_ca":true},{"name":"Suzie Goulding","is_ca":true},{"name":"Chantal F. Ski","is_ca":false},{"name":"Susan L. Rossell","is_ca":false},{"name":"David R. Thompson","is_ca":false},{"name":"Terri Rodak","is_ca":true},{"name":"Gillian Strudwick","is_ca":true},{"name":"David Castle","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1037494901343812,"gpt":0.5327658885184412,"spread":0.42901639838406,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004073163,0.0004672533,0.004718059,0.0004593967,0.0001196899,0.00002290165,0.0001556721,0.0001901788,0.00005051542],"category_scores_gemma":[0.000511854,0.0003416579,0.001007885,0.0003909567,0.00009338201,0.00007016282,0.0001170189,0.0004662566,0.00004846316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001407364,"about_ca_system_score_gemma":0.0007422288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004659934,"about_ca_topic_score_gemma":0.00006225085,"domain_scores_codex":[0.9943246,0.001002899,0.003139184,0.0006505872,0.0004235161,0.0004592132],"domain_scores_gemma":[0.9971833,0.0005405754,0.001367431,0.0004106534,0.00003813484,0.0004598997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0000376524,0.0003692235,0.000004279207,0.9636685,0.0001814597,0.00002426425,0.00014023,3.02403e-9,6.086692e-8,0.0001930585,0.006670855,0.02871045],"study_design_scores_gemma":[0.001156765,0.002004055,0.000006134416,0.9808009,0.001417637,0.001181822,0.00005410359,0.000005897059,1.36204e-7,0.00008849002,0.01307505,0.0002090405],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006644539,0.9503067,0.0001079878,0.008029392,0.0005212801,0.04048719,0.0003375591,0.00006103362,0.0001421833],"genre_scores_gemma":[0.00006067678,0.9886733,0.0004447629,0.005586452,0.0001002687,0.002466512,0.002437374,0.00006742954,0.0001632671],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03836652,"threshold_uncertainty_score":0.9999036,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404314538","doi":"10.1136/bmjment-2024-301159","title":"Predictors of study dropout in cognitive-behavioural therapy with a trauma focus for post-traumatic stress disorder in adults: An individual participant data meta-analysis","year":2024,"lang":"en","type":"review","venue":"BMJ Mental Health","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University; University of Toronto","funders":"","keywords":"Psychological intervention; Meta-analysis; Clinical psychology; Traumatic stress; Dropout (neural networks); Military personnel; Psychology; Medicine; Randomized controlled trial; Multivariate analysis; Psychiatry; Internal medicine","authors":[{"name":"Simonne Wright","is_ca":false},{"name":"Eirini Karyotaki","is_ca":false},{"name":"Pim Cuijpers","is_ca":false},{"name":"Jonathan I. Bisson","is_ca":false},{"name":"Davide Papola","is_ca":false},{"name":"Anke B. Witteveen","is_ca":false},{"name":"Sudie E. Back","is_ca":false},{"name":"Dana Bichescu-Burian","is_ca":false},{"name":"Liuva Capezzani","is_ca":false},{"name":"Marylène Cloître","is_ca":false},{"name":"Grant J. Devilly","is_ca":false},{"name":"Thomas Elbert","is_ca":false},{"name":"Marcelo F. Mello","is_ca":false},{"name":"Julián D. Ford","is_ca":false},{"name":"Damion J. Grasso","is_ca":false},{"name":"Pedro Gamito","is_ca":false},{"name":"Richard Gray","is_ca":false},{"name":"Moira Haller","is_ca":false},{"name":"Nigel Hunt","is_ca":false},{"name":"Rolf J. Kleber","is_ca":false},{"name":"Julia König","is_ca":false},{"name":"Claire Kullack","is_ca":false},{"name":"Jonathan Laugharne","is_ca":false},{"name":"Rachel E. Liebman","is_ca":true},{"name":"Christopher Lee","is_ca":false},{"name":"Jeannette C. G. Lely","is_ca":false},{"name":"John C. Markowitz","is_ca":false},{"name":"Candice M. Monson","is_ca":true},{"name":"Mirjam J. Nijdam","is_ca":false},{"name":"Sonya B. Norman","is_ca":false},{"name":"Miranda Olff","is_ca":false},{"name":"Tahereh Mina Orang","is_ca":false},{"name":"Luca Ostacoli","is_ca":false},{"name":"Nenad Paunović","is_ca":false},{"name":"Eva Petkova","is_ca":false},{"name":"Patricia A. Resick","is_ca":false},{"name":"Rita Rosner","is_ca":false},{"name":"Maggie Schauer","is_ca":false},{"name":"Joy M. Schmitz","is_ca":false},{"name":"Ulrich Schnyder","is_ca":false},{"name":"Brian N. Smith","is_ca":false},{"name":"Anka A. Vujanovic","is_ca":false},{"name":"Yinyin Zang","is_ca":false},{"name":"Érica Panzani Duran","is_ca":false},{"name":"Francisco Lotufo Neto","is_ca":false},{"name":"Soraya Seedat","is_ca":false},{"name":"Marit Sijbrandij","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6138838310094108,"gpt":0.5819130719748107,"spread":0.03197075903460012,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003545725,0.0009453393,0.006283168,0.001836173,0.0001006379,0.00009366463,0.00165633,0.0002688323,0.000494425],"category_scores_gemma":[0.00006615666,0.0006246262,0.0008830013,0.002188571,0.0002341993,0.0002476849,0.0003176194,0.0008802163,0.0000134686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000173428,"about_ca_system_score_gemma":0.0008138615,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04725162,"about_ca_topic_score_gemma":0.2561922,"domain_scores_codex":[0.9890643,0.00338416,0.003189751,0.001793624,0.001290479,0.001277633],"domain_scores_gemma":[0.9958669,0.0007257421,0.001077049,0.001891911,0.00009688379,0.0003415032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00124503,0.02330237,0.03415053,0.01599729,0.1757788,0.00009728767,0.118167,0.000001120828,3.269139e-9,0.00002494496,0.0000702083,0.6311654],"study_design_scores_gemma":[0.01730169,0.03021513,0.05177612,0.01807642,0.4502926,0.00006042255,0.4291122,0.0002282636,2.662426e-7,0.00002175532,0.0008638426,0.002051305],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1242159,0.8172358,0.000008896125,0.0001226697,0.0001150215,0.02282305,0.03541876,0.00003991546,0.00002004714],"genre_scores_gemma":[0.5884483,0.374374,0.0001239057,0.00004566624,0.00004881959,0.01806528,0.01854778,0.0002769401,0.00006926875],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6291141,"threshold_uncertainty_score":0.9996205,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399685493","doi":"10.1136/bmjment-2024-301018","title":"Changes in the prevalence of mental health problems during the first year of the pandemic: a systematic review and dose-response meta-analysis","year":2024,"lang":"en","type":"review","venue":"BMJ Mental Health","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Women's College Hospital","funders":"Medical Research Council; Agencia Estatal de Investigación; Universidad de Navarra; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Gobierno de Navarra; Academy of Medical Sciences; National Institute for Health and Care Research; European Social Fund; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Mental health; Pandemic; Anxiety; Depression (economics); Meta-analysis; Medicine; Odds ratio; Demography; Odds; Population; Confidence interval; Distress; Psychiatry; Environmental health; Coronavirus disease 2019 (COVID-19); Clinical psychology; Logistic regression; Disease; Internal medicine","authors":[{"name":"Georgia Salanti","is_ca":false},{"name":"Natalie Peter","is_ca":false},{"name":"Thomy Tonia","is_ca":false},{"name":"Alexander Holloway","is_ca":false},{"name":"Leila Darwish","is_ca":false},{"name":"Ronald C. Kessler","is_ca":false},{"name":"Ian R. White","is_ca":false},{"name":"Simone N. Vigod","is_ca":true},{"name":"Matthias Egger","is_ca":false},{"name":"Andreas D. Haas","is_ca":false},{"name":"Seena Fazel","is_ca":false},{"name":"Helen Herrman","is_ca":false},{"name":"Christian Kieling","is_ca":false},{"name":"Vikram Patel","is_ca":false},{"name":"Tianjing Li","is_ca":false},{"name":"Pim Cuijpers","is_ca":false},{"name":"Andrea Cipriani","is_ca":false},{"name":"Toshi A. Furukawa","is_ca":false},{"name":"Stefan Leucht","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2370264036164116,"gpt":0.5098622111928051,"spread":0.2728358075763935,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01239591,0.0005457571,0.005046416,0.0003113493,0.0003249937,0.00002104431,0.000998272,0.0001341391,0.0001671308],"category_scores_gemma":[0.0000573339,0.0002278938,0.001457137,0.001674468,0.000207488,0.00003533559,0.0003320801,0.0006369795,0.00002164578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001116024,"about_ca_system_score_gemma":0.001113879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002138567,"about_ca_topic_score_gemma":0.007589649,"domain_scores_codex":[0.9889351,0.006435945,0.002583755,0.0007045494,0.0007372164,0.0006034261],"domain_scores_gemma":[0.9951704,0.0007698797,0.0023931,0.00150931,0.00002263598,0.0001346781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0000411889,0.0001510219,0.00009778955,0.982429,0.006311434,0.000001299063,0.008719083,7.376608e-8,4.937894e-8,0.00007849423,0.0007093048,0.001461308],"study_design_scores_gemma":[0.0008858939,0.001092404,0.001480689,0.6279296,0.2008421,0.0006091478,0.004916799,0.000004257729,2.316911e-7,0.00002583896,0.1615554,0.0006576011],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001140839,0.9610375,3.177756e-7,0.01497896,0.0002316345,0.02195218,0.001641627,0.00001854798,0.00002512845],"genre_scores_gemma":[0.001060323,0.9911461,0.000006613267,0.00313878,0.00003005496,0.002920494,0.00003215333,0.00004526033,0.00162023],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3544993,"threshold_uncertainty_score":0.929324,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406474821","doi":"10.1136/bmjment-2024-301181","title":"Prognostic models for depression and post-traumatic stress disorder symptoms following traumatic brain injury: a CENTER-TBI study","year":2025,"lang":"en","type":"article","venue":"BMJ Mental Health","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Vancouver Coastal Health; University of British Columbia","funders":"Általános Orvostudományi Kar, Pécsi Tudományegyetem; Medical Research Council; Seventh Framework Programme; University of California, San Francisco; Berlin Institute of Health; Center for Stroke Research Berlin; Kauno Technologijos Universitetas; Helsingin Yliopisto; Umeå Universitet; University of Stirling; Debreceni Egyetem; ZNS - Hannelore Kohl Stiftung; NeuroTrauma Sciences; Sheffield Teaching Hospitals NHS Foundation Trust; Universiteit Antwerpen; Helsingin ja Uudenmaan Sairaanhoitopiiri; Humboldt-Universität zu Berlin; Turun Yliopistollinen Keskussairaala; Allgemeine Unfallversicherungsanstalt; Imperial College London; Klinički Centar Vojvodine; Universität Wien; Radboud Universitair Medisch Centrum; European Commission; Université de Liège; Turun Yliopisto; Johns Hopkins University; Universitetet i Oslo; Freie Universität Berlin; Region Hovedstaden; Universitair Medisch Centrum Groningen; Leids Universitair Medisch Centrum; Odense Universitetshospital; Medizinische Universität Wien; Karolinska Institutet; Radboud Universiteit; Centre hospitalier régional universitaire de Lille; Manchester Biomedical Research Centre; Monash University; Renji Hospital; Rijksuniversiteit Groningen; Universitätsmedizin Göttingen; Integra LifeSciences; Pécsi Tudományegyetem; Massachusetts General Hospital; National Institute for Health and Care Research; Hebrew University of Jerusalem; Erasmus Medisch Centrum; University of Oxford; Norges Teknisk-Naturvitenskapelige Universitet; Universiteit Leiden; University of Glasgow; Medizinische Universität Innsbruck; Broad Institute; Rigshospitalet; Auckland University of Technology, New Zealand; Universität Innsbruck; Oxford Brookes University","keywords":"Traumatic brain injury; Depression (economics); Traumatic stress; Medicine; Psychology; Clinical psychology; Psychiatry","authors":[{"name":"Ana Mikolić","is_ca":true},{"name":"David van Klaveren","is_ca":false},{"name":"Andrew I.R. Maas","is_ca":false},{"name":"Shuyuan Shi","is_ca":true},{"name":"Noah D. Silverberg","is_ca":true},{"name":"Lindsay Wilson","is_ca":false},{"name":"Hester F. Lingsma","is_ca":false},{"name":"Ewout W. Steyerberg","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05800485593670689,"gpt":0.4340105770259308,"spread":0.3760057210892239,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001360395,0.0003482082,0.0008110625,0.0003760565,0.0004785189,0.000085582,0.0002088723,0.0001024644,0.0000206302],"category_scores_gemma":[0.0003320085,0.0002918919,0.0001634327,0.0003740788,0.0000784255,0.000230391,0.0001725846,0.0003135267,0.000005616933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003255929,"about_ca_system_score_gemma":0.0004511336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005770896,"about_ca_topic_score_gemma":0.0005935259,"domain_scores_codex":[0.9965527,0.0003428994,0.0009602769,0.0006413698,0.0007061788,0.0007965587],"domain_scores_gemma":[0.9981817,0.0006249704,0.0001767807,0.0005485999,0.00007867364,0.0003892602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003306025,0.01336386,0.5683725,0.0178079,0.001218113,0.00003202704,0.05031864,0.00002842863,0.000291874,0.000597841,0.006211722,0.338451],"study_design_scores_gemma":[0.04425874,0.02143976,0.6540436,0.02284577,0.0005647276,0.0001379723,0.1569226,0.09646,0.0001306708,0.001719487,0.0003075471,0.001169202],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694787,0.0006477754,0.002711512,0.008223834,0.0002792331,0.0180508,0.0002213084,0.0001389233,0.0002479098],"genre_scores_gemma":[0.9941672,0.00001503621,0.001923154,0.001424983,0.00004160501,0.001612791,0.00020679,0.0000616213,0.0005468131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3372818,"threshold_uncertainty_score":0.9999533,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406627704","doi":"10.1136/bmjment-2024-301162","title":"Comparing apples and oranges in youth depression treatments? A quantitative critique of the evidence base and guidelines","year":2025,"lang":"en","type":"review","venue":"BMJ Mental Health","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"Wellcome Trust","keywords":"Depression (economics); Base (topology); Psychology; Medicine; Mathematics; Economics","authors":[{"name":"Argyris Stringaris","is_ca":false},{"name":"Charlotte Burman","is_ca":false},{"name":"Raphaëlle Delpech","is_ca":false},{"name":"Rudolph Uher","is_ca":true},{"name":"Dayna Bhudia","is_ca":false},{"name":"Despoina Miliou","is_ca":false},{"name":"Ioannis-Marios Rokas","is_ca":false},{"name":"Marinos Kyriakopoulos","is_ca":false},{"name":"Lucy Foulkes","is_ca":false},{"name":"Carmen Moreno","is_ca":false},{"name":"Samuele Cortese","is_ca":false},{"name":"Glyn Lewis","is_ca":false},{"name":"Georgina Krebs","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2800290201004617,"gpt":0.5151014471842833,"spread":0.2350724270838216,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004088597,0.0002121923,0.0007917804,0.0000968133,0.0001303727,0.00001147587,0.0001041393,0.00008305526,0.000009372508],"category_scores_gemma":[0.00004109798,0.0001318296,0.0000884183,0.0001714403,0.00007108075,0.00003441677,0.0001104502,0.0001461762,0.000001463277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008600882,"about_ca_system_score_gemma":0.0002237662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001284767,"about_ca_topic_score_gemma":0.0004644387,"domain_scores_codex":[0.9983242,0.0003876255,0.0006436266,0.0003407701,0.0001330488,0.0001707884],"domain_scores_gemma":[0.9993387,0.0001669862,0.0002765002,0.0001322357,0.0000246533,0.00006093448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007696966,0.0002895599,0.01236946,0.02435755,0.00009220839,0.000002517643,0.004408892,1.077138e-7,3.158858e-7,0.001667435,0.003240763,0.9534943],"study_design_scores_gemma":[0.00169918,0.0001862801,0.1138824,0.8018053,0.0002324311,0.0000440185,0.006230497,0.000005745402,0.000001231487,0.0002801926,0.0751211,0.0005116906],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001477685,0.994711,0.000007002977,0.001141309,0.0003920984,0.001838693,0.0002057784,0.000007506575,0.000218949],"genre_scores_gemma":[0.001948037,0.9969564,0.0002366231,0.0003539572,0.00004050945,0.00009248795,0.0000705542,0.0000088555,0.0002925516],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9529825,"threshold_uncertainty_score":0.5375853,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409454529","doi":"10.1136/bmjment-2024-301445","title":"Leveraging artificial intelligence in the prediction, diagnosis and treatment of depression and anxiety among perinatal women in low- and middle-income countries: a systematic review","year":2025,"lang":"en","type":"review","venue":"BMJ Mental Health","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"MQ: Transforming Mental Health; Wellcome Trust","keywords":"Anxiety; Systematic review; Thematic analysis; Depression (economics); Medicine; Postpartum depression; Mental health; Clinical psychology; Psychology; MEDLINE; Psychiatry; Pregnancy; Qualitative research","authors":[{"name":"Uchechi Shirley Anaduaka","is_ca":true},{"name":"Ayomide Oluwaseyi Oladosu","is_ca":false},{"name":"Samantha Katsande","is_ca":false},{"name":"Clinton Sekyere Frempong","is_ca":false},{"name":"Success Awuku-Amador","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04549926824653285,"gpt":0.3743106047393304,"spread":0.3288113364927975,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001284842,0.0003138118,0.002067777,0.000190494,0.0001163417,0.00001963275,0.00007587951,0.0001041032,0.000007628586],"category_scores_gemma":[0.00005925581,0.0001964777,0.00006571421,0.0002260653,0.00009613545,0.00006629289,0.0000701961,0.0001959799,7.020151e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007342919,"about_ca_system_score_gemma":0.0002676928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003882264,"about_ca_topic_score_gemma":0.00008765864,"domain_scores_codex":[0.9969547,0.0005270286,0.001509139,0.0003939527,0.0002543472,0.0003608698],"domain_scores_gemma":[0.9987364,0.0003345045,0.0004770971,0.0002655841,0.00001471821,0.0001716763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00005321396,0.0001210783,0.01851477,0.9487954,0.00002439586,0.00002046624,0.003224293,2.724772e-8,1.656234e-9,0.00001231929,0.00000117152,0.02923287],"study_design_scores_gemma":[0.0002559955,0.0004889739,0.004336362,0.9931143,0.0001537516,0.0003039336,0.0005649095,0.0000198093,0.000001201198,0.00001162508,0.0006383994,0.0001107667],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02753542,0.9618689,0.000001094122,0.0002529797,0.0001098871,0.01007083,0.0001387551,0.000009769145,0.00001238935],"genre_scores_gemma":[0.01822635,0.9783424,0.00001793194,0.0001993489,0.00002581502,0.003101452,0.00003731406,0.00001363009,0.00003578331],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04431888,"threshold_uncertainty_score":0.8012127,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405534142","doi":"10.1136/bmjment-2024-301310","title":"<b>Umbrella-Review, Evaluation, Analysis and Communication Hub (U-REACH</b>): <b>a novel living umbrella review knowledge translation approach</b>","year":2024,"lang":"en","type":"article","venue":"BMJ Mental Health","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Ottawa Hospital; University of Toronto; University of Ottawa","funders":"Research Executive Agency; Agence Nationale de la Recherche; Department of Health and Social Care; National Institute for Health and Care Research; Canadian Institutes of Health Research; University of Ottawa","keywords":"Systematic review; Dissemination; Knowledge translation; Knowledge management; Computer science; Data science; Engineering ethics; Public relations; Political science; Engineering; MEDLINE","authors":[{"name":"Corentin J. Gosling","is_ca":false},{"name":"Samuele Cortese","is_ca":false},{"name":"Joaquim Raduà","is_ca":false},{"name":"David Moher","is_ca":true},{"name":"Richard Delorme","is_ca":false},{"name":"Marco Solmi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7660302502419611,"gpt":0.7158898903738172,"spread":0.05014035986814391,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02850303,0.0003431452,0.0009119165,0.0005076259,0.001778124,0.00004909648,0.0004076473,0.0001401864,0.000917046],"category_scores_gemma":[0.0009291833,0.0003177352,0.0001888325,0.003313808,0.0001387959,0.0004799478,0.0001870371,0.0007297784,0.0003771647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001256381,"about_ca_system_score_gemma":0.002874573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001573539,"about_ca_topic_score_gemma":0.001736229,"domain_scores_codex":[0.9893742,0.005161842,0.002625612,0.000832098,0.001089547,0.0009166722],"domain_scores_gemma":[0.9946122,0.002701544,0.0007757727,0.0009373837,0.0003892431,0.0005838504],"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":[0.00002092775,0.0003741046,0.004133326,0.1884361,0.000367797,5.74722e-7,0.05837158,0.00001128236,0.0001364299,0.003669851,0.3462168,0.3982612],"study_design_scores_gemma":[0.001815732,0.0002497034,0.02195279,0.1139021,0.001792037,0.00004823967,0.004811764,0.06199135,0.000006319599,0.0002051089,0.7921525,0.001072371],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00185838,0.7716748,0.01874978,0.1623923,0.0008981677,0.02043197,0.0005401436,0.0004838663,0.02297053],"genre_scores_gemma":[0.1728336,0.6852857,0.01903637,0.1134651,0.0005089642,0.004594575,0.001886508,0.0001472029,0.002241981],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4459356,"threshold_uncertainty_score":0.9999962,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413756695","doi":"10.1136/bmjment-2025-301663","title":"Quantifying care, qualifying experiences: a systematic review of measurement-based care in psychiatry from patient and provider perspectives","year":2025,"lang":"en","type":"review","venue":"BMJ Mental Health","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Health Sciences Centre; Sunnybrook Hospital; University of Toronto; North York General Hospital; Sunnybrook Health Science Centre","funders":"","keywords":"Systematic review; Psychology; Medicine; Patient care; MEDLINE; Nursing; Psychiatry; Political science","authors":[{"name":"Ayan Dey","is_ca":true},{"name":"Ze’ev Lewis","is_ca":true},{"name":"Josh Posel","is_ca":true},{"name":"Rachel Yunqiu Pan","is_ca":true},{"name":"K. H. Wang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.109574305708519,"gpt":0.4576082562973385,"spread":0.3480339505888196,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006603024,0.0004413446,0.003459855,0.0003633829,0.0001192603,0.00001975113,0.0001311402,0.0001089408,0.00001958498],"category_scores_gemma":[0.0003411616,0.0003048646,0.0003920036,0.0004495583,0.00006476914,0.00004191271,0.00007034426,0.0003004595,0.000003115918],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002399706,"about_ca_system_score_gemma":0.007986624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001117236,"about_ca_topic_score_gemma":0.001271838,"domain_scores_codex":[0.9951751,0.001045832,0.001631198,0.0006474563,0.001116605,0.0003837922],"domain_scores_gemma":[0.9980552,0.0001588751,0.0007721605,0.0005582938,0.0002007314,0.0002547141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001798891,0.0001991685,0.00009184638,0.9105179,0.0001660365,0.00001192622,0.01278196,9.313583e-9,1.962841e-8,0.00002345623,0.00005609021,0.07597166],"study_design_scores_gemma":[0.001318801,0.0006607583,0.00001212075,0.8673905,0.000547229,0.00001117258,0.1293985,0.000001286279,9.657975e-7,0.000001151842,0.0004907563,0.0001668277],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001756516,0.9823072,0.000003138248,0.0002986601,0.0002165757,0.01672778,0.0002065678,0.00002302,0.00004142122],"genre_scores_gemma":[0.001893067,0.9918024,0.001873097,0.0002325073,0.00003127299,0.00378207,0.0003523417,0.00003062684,0.000002599345],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1166165,"threshold_uncertainty_score":0.9999403,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411995477","doi":"10.1136/bmjment-2025-301613","title":"Universal, selective and indicated parenting interventions to prevent the development of adverse mental health outcomes in youth: a meta-review of systematic reviews","year":2025,"lang":"en","type":"review","venue":"BMJ Mental Health","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"Ministry of Education - Singapore; Singapore Institute for Clinical Sciences; National University of Singapore","keywords":"Psychological intervention; Systematic review; Mental health; Medicine; Meta-analysis; Mood; Randomized controlled trial; MEDLINE; Clinical psychology; Psychiatry; Psychology","authors":[{"name":"Meredith Han","is_ca":false},{"name":"Edward Chesney","is_ca":false},{"name":"Valerie Ng","is_ca":false},{"name":"Joanna K. Bright","is_ca":false},{"name":"Yashna K Sagar","is_ca":false},{"name":"Ellie Baker","is_ca":false},{"name":"Michael J. Meaney","is_ca":true},{"name":"Evelyn Law","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2052666880219278,"gpt":0.4754834484718999,"spread":0.2702167604499721,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003959845,0.0004775995,0.004602422,0.0003921147,0.0002337642,0.000005440015,0.0003669403,0.00008721487,0.00008849859],"category_scores_gemma":[0.00009358684,0.0002915965,0.001010049,0.0008696725,0.00005160128,0.00003776549,0.0002305312,0.0002968692,0.0000195598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007590061,"about_ca_system_score_gemma":0.001239086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001909221,"about_ca_topic_score_gemma":0.0003960063,"domain_scores_codex":[0.9923431,0.002200207,0.004166127,0.0005046728,0.0003834452,0.0004024167],"domain_scores_gemma":[0.9965016,0.0001697629,0.002786722,0.0003216425,0.00004690893,0.0001733756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000009801509,0.0009525188,0.00005633552,0.8874501,0.001331809,3.388732e-7,0.01138882,2.133078e-8,9.938544e-9,0.0001818073,0.003351519,0.09527692],"study_design_scores_gemma":[0.0003350492,0.0001084913,0.0008002811,0.9290202,0.00082753,0.000006748223,0.002406443,5.414738e-8,1.231805e-7,0.000005176447,0.06625601,0.0002339401],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002702619,0.9793743,0.00002231833,0.001720289,0.0006043186,0.01750061,0.0005479897,0.00001276782,0.000190395],"genre_scores_gemma":[0.0000979942,0.9965739,0.0003424984,0.000869983,0.00001448615,0.0007374954,0.0006057259,0.00001932351,0.0007386213],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.09504298,"threshold_uncertainty_score":0.9999536,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411059233","doi":"10.1136/bmjment-2024-301424","title":"Early Start Denver Model effectiveness in young autistic children: a large multicentric randomised controlled trial in two European countries","year":2025,"lang":"en","type":"article","venue":"BMJ Mental Health","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Child, Adolescent and Family Mental Health","funders":"Direction Générale de l’offre de Soins; Fondation de France","keywords":"Medicine; Psychological intervention; Randomized controlled trial; Autism; Pediatrics; Context (archaeology); Autism spectrum disorder; Physical therapy; Psychiatry; Surgery","authors":[{"name":"Marie‐Maude Geoffray","is_ca":false},{"name":"Marie-Joëlle Orêve","is_ca":false},{"name":"Lucie Jurek","is_ca":false},{"name":"Sandrine Sonié","is_ca":false},{"name":"Carmen Schröder","is_ca":false},{"name":"Véronique Delvenne","is_ca":true},{"name":"Sabine Manificat","is_ca":false},{"name":"Sandrine Touzet","is_ca":false},{"name":"Jay Agathe","is_ca":false},{"name":"Flavia Mengarelli","is_ca":false},{"name":"Gallifet Natacha","is_ca":false},{"name":"Nicolas Petit","is_ca":false},{"name":"Mario Speranza","is_ca":false},{"name":"Stéphane Bahrami","is_ca":false},{"name":"Laetitia Bouveret","is_ca":false},{"name":"Sara Linda Dochez","is_ca":false},{"name":"Pauline Auphan","is_ca":false},{"name":"A. Zelmar","is_ca":false},{"name":"Bruno Falissard","is_ca":false},{"name":"Sophie Carlier","is_ca":false},{"name":"Mikaïl Nourredine","is_ca":false},{"name":"Angélique Denis","is_ca":false},{"name":"Olivia Febvey‐Combes","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01906260766076093,"gpt":0.3692480041519282,"spread":0.3501853964911672,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003768435,0.0002807417,0.0008038839,0.0005889799,0.0003162416,0.0001004082,0.0003940596,0.00004394108,0.00003131166],"category_scores_gemma":[0.0006122655,0.0002645051,0.0001147114,0.000848601,0.000121564,0.0002091029,0.000219001,0.0004765952,0.00008059751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009605126,"about_ca_system_score_gemma":0.0007658823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001612561,"about_ca_topic_score_gemma":0.002339574,"domain_scores_codex":[0.9927757,0.003887628,0.0008841351,0.000725399,0.000652584,0.001074569],"domain_scores_gemma":[0.9986463,0.000671573,0.0001940145,0.0003381519,0.00001020604,0.0001397598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8765796,0.002893823,0.09578533,0.0002942024,0.00003299421,0.0001264765,0.003104257,0.000723649,0.000561456,0.0192931,0.0001093768,0.0004957638],"study_design_scores_gemma":[0.8325359,0.000276238,0.1014014,0.0002327421,0.000008211572,0.00000603991,0.00003618054,0.0645263,0.0001824817,0.0005721865,0.000007000288,0.0002153093],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974826,0.0002207978,0.001181177,0.001406546,0.0003814637,0.02002948,0.00007575817,0.00007518138,0.001803631],"genre_scores_gemma":[0.9982269,0.0001044833,0.00003333663,0.0005681115,0.00002628663,0.0006953722,0.00001595477,0.00003572549,0.0002938424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06380264,"threshold_uncertainty_score":0.9999807,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404829083","doi":"10.1136/bmjment-2024-301283","title":"Conceptual framework for data harmonisation in mental health using the International Classification of Functioning, Disability and Health: an example with the R2D2-MH consortium","year":2024,"lang":"en","type":"article","venue":"BMJ Mental Health","topic":"Cerebral Palsy and Movement Disorders","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre for Addiction and Mental Health","funders":"Medical Research Council; HORIZON EUROPE Framework Programme; UK Research and Innovation","keywords":"International Classification of Functioning, Disability and Health; Mental health; Rigour; Psychology; Process (computing); Diversity (politics); Conceptual framework; Psychological resilience; Data science; Applied psychology; Computer science; Psychiatry; Political science; Sociology; Psychotherapist","authors":[{"name":"Melissa H. Black","is_ca":false},{"name":"Jan K. Buitelaar","is_ca":false},{"name":"Tony Charman","is_ca":false},{"name":"Christine Ecker","is_ca":false},{"name":"Louise Gallagher","is_ca":true},{"name":"Kristien Hens","is_ca":false},{"name":"Emily J. H. Jones","is_ca":false},{"name":"Declan Murphy","is_ca":false},{"name":"Yair Sadaka","is_ca":false},{"name":"Marie Schaer","is_ca":false},{"name":"Beaté St Pourcain","is_ca":false},{"name":"Dieter Wolke","is_ca":false},{"name":"Stéf Bonnot-Briey","is_ca":false},{"name":"Thomas Bourgeron","is_ca":false},{"name":"Sven Bölte","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2810837457649306,"gpt":0.4528985054220954,"spread":0.1718147596571648,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001831955,0.0001160397,0.0002213404,0.00003758056,0.0003498476,0.00004002928,0.0001305653,0.00003595254,0.00004136257],"category_scores_gemma":[0.00002270159,0.00007280934,0.00002574217,0.0001393079,0.0003614052,0.0002035006,0.00006297585,0.0001948573,4.601662e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005276205,"about_ca_system_score_gemma":0.0006854999,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007826488,"about_ca_topic_score_gemma":0.007593471,"domain_scores_codex":[0.9984361,0.0001523767,0.0004840229,0.0003844792,0.0003149089,0.0002281002],"domain_scores_gemma":[0.9991156,0.0001313074,0.0002414416,0.0003827729,0.00002386451,0.0001050477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00329007,0.002273693,0.488426,0.002346479,0.0003510525,7.253155e-7,0.1068252,0.00005605637,0.000738311,0.1254242,0.04016555,0.2301027],"study_design_scores_gemma":[0.006410645,0.00530211,0.5304875,0.002340375,0.00006225288,0.0000659281,0.2516716,0.1223019,0.0001368959,0.001698379,0.07911487,0.0004074884],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7207034,0.00220385,0.01057627,0.2608508,0.0005773827,0.004613779,0.0004042439,0.00003842411,0.00003187727],"genre_scores_gemma":[0.9900805,0.000245936,0.002290272,0.005262228,0.0001305193,0.00006826191,0.001879366,0.00001591038,0.00002703993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2693771,"threshold_uncertainty_score":0.9987805,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391935781","doi":"10.1136/bmjment-2023-300982","title":"Predictors of increased affective symptoms and suicidal ideation during the COVID-19 pandemic: results from a large-scale study of 14 271 Thai adults","year":2024,"lang":"en","type":"article","venue":"BMJ Mental Health","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":5,"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":"National Research Council of Thailand; Faculty of Medicine, Chulalongkorn University; Chulalongkorn University","keywords":"Pandemic; Mental health; Suicidal ideation; Feeling; Clinical psychology; Psychiatry; Psychology; Medicine; Suicide prevention; Poison control; Environmental health; Disease; Coronavirus disease 2019 (COVID-19); Social psychology","authors":[{"name":"Thitiporn Supasitthumrong","is_ca":false},{"name":"Michaël Maes","is_ca":false},{"name":"Chavit Tunvirachaisakul","is_ca":false},{"name":"Teerayuth Rungnirundorn","is_ca":false},{"name":"Bo Zhou","is_ca":false},{"name":"Jing Li","is_ca":false},{"name":"Sorawit Wainipitapong","is_ca":false},{"name":"Anchalita Ratanajaruraks","is_ca":false},{"name":"Chaichana Nimnuan","is_ca":false},{"name":"Buranee Kanchanatawan","is_ca":false},{"name":"Trevor Thompson","is_ca":false},{"name":"Marco Solmi","is_ca":true},{"name":"Christoph U. Correll","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0383855875145717,"gpt":0.4144759456502775,"spread":0.3760903581357058,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001652478,0.0002089483,0.0004069397,0.0001577262,0.000251373,0.00001328569,0.0001498868,0.0001015569,0.00006992134],"category_scores_gemma":[0.00007495662,0.0001583886,0.00006904382,0.0002994444,0.0001022501,0.00008566768,0.0001228091,0.0002565312,0.000009236786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009715442,"about_ca_system_score_gemma":0.0005763045,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1035017,"about_ca_topic_score_gemma":0.03336225,"domain_scores_codex":[0.9970022,0.0007839731,0.0008091628,0.000588658,0.0004133702,0.0004026065],"domain_scores_gemma":[0.9980331,0.0008812295,0.0003306477,0.0004001774,0.00002559154,0.0003292685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005735997,0.001200042,0.8134471,0.0009404314,0.0001795384,0.00001285564,0.1754251,0.000004794843,0.000167303,0.0000698382,0.000853656,0.001963422],"study_design_scores_gemma":[0.01161122,0.003020272,0.924634,0.0003456457,0.00005316025,0.00003829204,0.05891467,0.0003096078,0.00008883608,0.00005360529,0.0007621654,0.0001684777],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908639,0.001091977,0.00003680827,0.0007273502,0.0008257675,0.003682226,0.002462408,0.0001068718,0.0002027014],"genre_scores_gemma":[0.9984947,0.00009041256,0.00001244092,0.0006889544,0.000162741,0.0001572542,0.0002226426,0.00002669396,0.0001441619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1165104,"threshold_uncertainty_score":0.9842764,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417433550","doi":"10.1136/bmjment-2025-302083","title":"Longitudinal associations of electroconvulsive therapy with all-cause mortality and suicide deaths in severe unipolar or bipolar depression: a systematic review and meta-analysis","year":2025,"lang":"en","type":"review","venue":"BMJ Mental Health","topic":"Electroconvulsive Therapy Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"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":"National Institute on Aging","keywords":"Electroconvulsive therapy; Poison control; Suicide prevention; Occupational safety and health; Injury prevention; Human factors and ergonomics; Population; MEDLINE","authors":[{"name":"Taeho Greg Rhee","is_ca":false},{"name":"Sung Ryul Shim","is_ca":false},{"name":"Madeeha Nasir","is_ca":false},{"name":"Roger S. McIntyre","is_ca":true},{"name":"Tyler S. Kaster","is_ca":true},{"name":"Samuel T. Wilkinson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2294927695633527,"gpt":0.4929180541668006,"spread":0.2634252846034479,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00185566,0.000733053,0.01263596,0.0005854688,0.0001697172,0.0000182612,0.0001661878,0.0001751669,0.00004499689],"category_scores_gemma":[0.0002032531,0.0004089457,0.0008248325,0.001732673,0.0001062906,0.00008865134,0.00009121209,0.0005380799,8.519002e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006544219,"about_ca_system_score_gemma":0.001271092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009995817,"about_ca_topic_score_gemma":0.005383755,"domain_scores_codex":[0.9945657,0.001588031,0.001984926,0.0007600485,0.0005707669,0.0005305425],"domain_scores_gemma":[0.9961954,0.0007648809,0.001926435,0.0007007927,0.0002008647,0.0002116377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00007541115,0.0002037246,0.00454466,0.7018046,0.2920469,0.00003419963,0.000189115,4.510864e-8,4.560487e-7,0.00002067601,0.00008193609,0.0009982152],"study_design_scores_gemma":[0.001242029,0.001200511,0.001555253,0.1189106,0.874896,0.0004498586,0.0001111096,0.000001054776,0.000005191607,0.000007616833,0.001153556,0.0004672865],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001251441,0.9829607,0.00001011978,0.0007818184,0.000008314806,0.01564058,0.0004310177,0.00002574167,0.00001656201],"genre_scores_gemma":[0.0002314562,0.9957858,0.0001598718,0.001333458,0.00001252903,0.001794014,0.000321261,0.00004383052,0.0003177337],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5828941,"threshold_uncertainty_score":0.9998363,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416625358","doi":"10.1136/bmjment-2025-301980","title":"Lifestyle psychiatry: a conceptual framework for application in mental healthcare and support","year":2025,"lang":"en","type":"article","venue":"BMJ Mental Health","topic":"Physical Activity and Health","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre for Addiction and Mental Health; York University; University of Toronto","funders":"","keywords":"Mental health; Conceptual framework; Psychological intervention; Health care; Mental health care; Mental healthcare; Mental illness; Process (computing)","authors":[{"name":"Jeroen Deenik","is_ca":false},{"name":"Jentien M. Vermeulen","is_ca":false},{"name":"Scott Teasdale","is_ca":false},{"name":"Felipe Barreto Schuch","is_ca":false},{"name":"Wolfgang Marx","is_ca":false},{"name":"Ben D. Perry","is_ca":false},{"name":"Gustavo G. Díez","is_ca":false},{"name":"Nazareth P. Castellanos","is_ca":false},{"name":"Mohamed El-Shazly","is_ca":false},{"name":"Grace Gatera","is_ca":false},{"name":"Piril Hepsomali","is_ca":false},{"name":"Javier Bueno‐Antequera","is_ca":false},{"name":"Jesús Borrueco-Sánchez","is_ca":false},{"name":"Álvaro López Moral","is_ca":false},{"name":"Camilo López-Sánchez","is_ca":false},{"name":"Miguel Ángel Oviedo‐Caro","is_ca":false},{"name":"Melissa L. deJonge","is_ca":true},{"name":"Chermaine Noortman","is_ca":false},{"name":"M. van Schothorst","is_ca":false},{"name":"N. Den Bleijker","is_ca":false},{"name":"Luana Scrivano","is_ca":false},{"name":"Douglas L. Noordsy","is_ca":false},{"name":"Hannah Fabian","is_ca":false},{"name":"Patrick Jachyra","is_ca":true},{"name":"Justin Chapman","is_ca":false},{"name":"Gia Merlo","is_ca":false},{"name":"Sam Manger","is_ca":false},{"name":"Aoife O’Neill","is_ca":false},{"name":"Katarzyna Machaczek","is_ca":false},{"name":"Oliver Ardill‐Young","is_ca":false},{"name":"Paula Ximena Ramírez Barbosa","is_ca":false},{"name":"Evan Matthews","is_ca":false},{"name":"Jeffrey Lambert","is_ca":false},{"name":"Josh A. Firth","is_ca":false},{"name":"Lamiece Hassan","is_ca":false},{"name":"Felice N. Jacka","is_ca":false},{"name":"Philip B. Ward","is_ca":false},{"name":"Brendon Stubbs","is_ca":false},{"name":"Wiepke Cahn","is_ca":false},{"name":"Simon Rosenbaum","is_ca":false},{"name":"Davy Vancampfort","is_ca":false},{"name":"Joseph Firth","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03458006450820143,"gpt":0.4313220479941458,"spread":0.3967419834859444,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003346225,0.0001247841,0.0004040193,0.00008604931,0.000193541,0.000007324044,0.00004657095,0.0001009558,0.000007699228],"category_scores_gemma":[0.00002205918,0.0001226769,0.00004642572,0.0002109246,0.00008505252,0.00006290593,0.00003463214,0.0002711697,0.000007282575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003752281,"about_ca_system_score_gemma":0.0009889757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006072159,"about_ca_topic_score_gemma":0.0007289426,"domain_scores_codex":[0.998723,0.00005844139,0.0003662226,0.0003266876,0.0001530405,0.0003726192],"domain_scores_gemma":[0.9993558,0.00008000009,0.0001082541,0.0001749066,0.00001893222,0.0002621398],"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":[0.002794943,0.003872772,0.1934804,0.00485706,0.00005550708,0.000001859216,0.007771011,3.185553e-7,0.0001918058,0.6388654,0.02664805,0.1214608],"study_design_scores_gemma":[0.02769078,0.01906385,0.549934,0.00622551,0.00008539119,0.000145875,0.02328643,0.003002266,0.0007206699,0.153252,0.2154793,0.001114],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5660965,0.001299684,0.003801502,0.4179704,0.0007397974,0.008924156,0.0003244461,0.0001022853,0.0007412323],"genre_scores_gemma":[0.9712589,0.0002446363,0.006309623,0.02118124,0.0002082276,0.0003845073,0.0002517217,0.00001328726,0.0001479088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4856134,"threshold_uncertainty_score":0.5002619,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413374012","doi":"10.1136/bmjment-2025-301752","title":"Evidence for reduced synaptic protein SNAP-25 in cerebrospinal fluid in major depressive disorder and schizophrenia","year":2025,"lang":"en","type":"article","venue":"BMJ Mental Health","topic":"Neurotransmitter Receptor Influence on Behavior","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"Martin-Luther-Universität Halle-Wittenberg; HORIZON EUROPE Framework Programme; Universität Ulm; HORIZON EUROPE Health; ERA-Net NEURON","keywords":"Snap; Major depressive disorder; Neurogranin; Schizophrenia (object-oriented programming); Cerebrospinal fluid; Neuroscience; Postsynaptic potential; Internal medicine; Bipolar disorder; Psychology; Medicine; Psychiatry; Receptor; Biology; Phosphorylation; Biochemistry; Cognition","authors":[{"name":"Petra Steinacker","is_ca":false},{"name":"Leonie Werner","is_ca":false},{"name":"Alexander Tarabuko","is_ca":false},{"name":"Ilyas Al-Ali","is_ca":false},{"name":"Naguib Mechawar","is_ca":true},{"name":"Christopher R. Pryce","is_ca":false},{"name":"Nadia Cattane","is_ca":false},{"name":"Giulia Poggi","is_ca":false},{"name":"MHD Rami Al Shweiki","is_ca":false},{"name":"Heiko Graf","is_ca":false},{"name":"Henning Großkopf","is_ca":false},{"name":"Steffen Halbgebauer","is_ca":false},{"name":"Patrick Oeckl","is_ca":false},{"name":"Lorenzo Barba","is_ca":false},{"name":"Laura Meier","is_ca":false},{"name":"Samir Abu‐Rumeileh","is_ca":false},{"name":"Hugh Marston","is_ca":false},{"name":"Klaus D. Bornemann","is_ca":false},{"name":"Bastian Hengerer","is_ca":false},{"name":"Karin M. Danzer","is_ca":false},{"name":"Carlos Schönfeldt‐Lecuona","is_ca":false},{"name":"Markus Otto","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05713710520930942,"gpt":0.3853744755654456,"spread":0.3282373703561362,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003755382,0.0002399842,0.0003403884,0.0002974899,0.0002102161,0.00006224342,0.0003269681,0.00007342042,0.00002260084],"category_scores_gemma":[0.0003153479,0.0002423718,0.000049141,0.0005530983,0.0001612966,0.0003726377,0.0001121858,0.0002888819,0.00001085404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000294461,"about_ca_system_score_gemma":0.0003629435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004536608,"about_ca_topic_score_gemma":0.0004779034,"domain_scores_codex":[0.9973783,0.000298016,0.0006271669,0.0008229548,0.000267753,0.0006057308],"domain_scores_gemma":[0.9992294,0.0001670146,0.0001407881,0.0003083083,0.00001663898,0.0001378255],"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":[0.001781094,0.0003710732,0.0337703,0.0008053806,0.000002765388,0.00002536016,0.0004701259,0.000006074004,0.9373235,0.001139276,0.0001363136,0.02416872],"study_design_scores_gemma":[0.0150726,0.001759657,0.3161032,0.009013885,0.00001906685,0.00009878781,0.0003154979,0.001102274,0.6536627,0.001541372,0.0003792217,0.0009317767],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849185,0.0006051186,0.00006607806,0.007101262,0.0002351519,0.006961267,0.00004162862,0.00004611334,0.00002489282],"genre_scores_gemma":[0.9954867,0.00009224107,0.0008394527,0.001381507,0.00001784716,0.002005701,0.00000289888,0.00002434007,0.000149348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2836609,"threshold_uncertainty_score":0.9883636,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414676369","doi":"10.1136/bmjment-2025-301678","title":"Patient engagement in forensic mental health care: a scoping review","year":2025,"lang":"en","type":"review","venue":"BMJ Mental Health","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Waypoint Centre for Mental Health Care; Carleton University; Public Health Ontario; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Mental health; Rules of engagement; Health professionals; MEDLINE; Patient participation; Patient experience; Psychological intervention","authors":[{"name":"Junqiang Zhao","is_ca":true},{"name":"Stephanie Junes","is_ca":true},{"name":"Christopher Canning","is_ca":true},{"name":"Janet Jull","is_ca":true},{"name":"Achal Mishra","is_ca":true},{"name":"Andrea Waddell","is_ca":true},{"name":"Yaara Zisman‐Ilani","is_ca":false},{"name":"N. Zoe Hilton","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.345454211111984,"gpt":0.5756154283400727,"spread":0.2301612172280887,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.005786663,0.001362162,0.006042897,0.0008488187,0.00285639,0.00001927488,0.0006106207,0.0004696822,0.0005442172],"category_scores_gemma":[0.00007933458,0.001202665,0.0007379845,0.001352942,0.00008437175,0.0001546097,0.001076307,0.002668559,0.0006158106],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01630104,"about_ca_system_score_gemma":0.02433646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002626274,"about_ca_topic_score_gemma":0.006104167,"domain_scores_codex":[0.9763244,0.009222553,0.008186121,0.001672143,0.001443951,0.003150831],"domain_scores_gemma":[0.9923828,0.0006809665,0.004170678,0.001368404,0.0001090335,0.001288172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00002408621,0.0001751354,0.00003720096,0.4836338,0.00002475806,0.000003900872,0.003742216,3.902041e-8,1.421186e-9,0.00007825465,0.05560069,0.4566799],"study_design_scores_gemma":[0.0007571396,0.0006588745,0.000001966709,0.5090181,0.00003396556,0.000004105925,0.001802475,7.261068e-7,4.226639e-8,0.000004178558,0.4873383,0.0003800894],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004571914,0.9010003,0.000006151849,0.003368483,0.006151063,0.08443271,0.001922764,0.0001499359,0.002964071],"genre_scores_gemma":[0.00000200956,0.9197392,0.0007676564,0.05097989,0.0002796485,0.01117014,0.01633969,0.0001331907,0.0005885988],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4562998,"threshold_uncertainty_score":0.9999129,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408141005","doi":"10.1136/bmjment-2024-301389","title":"Global mental health commentary: using innovation to create a workforce to deliver and implement culturally adapted CBT in Pakistan","year":2025,"lang":"en","type":"article","venue":"BMJ 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":"University of Toronto","funders":"National Institute for Health and Care Research","keywords":"Workforce; Mental health; Global mental health; Psychology; Business; Psychotherapist; Economic growth; Economics","authors":[{"name":"Nagina Khan","is_ca":false},{"name":"Mirrat Gul Butt","is_ca":false},{"name":"Falahat Awan","is_ca":false},{"name":"Sadia Abid","is_ca":false},{"name":"Madeeha Latif","is_ca":false},{"name":"Muhammad Aslam","is_ca":false},{"name":"Saiqa Naz","is_ca":false},{"name":"Peter Phiri","is_ca":false},{"name":"Zainab F. Zadeh","is_ca":false},{"name":"Saeed Farooq","is_ca":false},{"name":"Muhammad Iqbal Afridi","is_ca":false},{"name":"Muhammad Ayub","is_ca":false},{"name":"Nusrat Husain","is_ca":false},{"name":"Afzal Javed","is_ca":false},{"name":"Muhammad Irfan","is_ca":false},{"name":"Farooq Naeem","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07072670463734856,"gpt":0.5114051914521419,"spread":0.4406784868147934,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008616233,0.0003646715,0.0005372987,0.0003746429,0.0007076129,0.00006695619,0.0002003062,0.00007437313,0.0001808082],"category_scores_gemma":[0.000003307055,0.0003516422,0.00004126575,0.001721879,0.00003078329,0.0001650803,0.0002529268,0.000143313,0.00002947719],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004819999,"about_ca_system_score_gemma":0.0001552733,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03474738,"about_ca_topic_score_gemma":0.01437402,"domain_scores_codex":[0.9963368,0.0003242757,0.001264664,0.0007041539,0.0003309918,0.001039137],"domain_scores_gemma":[0.998896,0.00002764691,0.0002829372,0.0003052282,0.00004493901,0.0004432178],"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":[0.004223083,0.001570313,0.2000358,0.0004604996,0.0001637544,0.00002758326,0.01813385,0.00002240834,0.00009434592,0.02283818,0.2288277,0.5236024],"study_design_scores_gemma":[0.02159135,0.005515894,0.7803175,0.003903995,0.00003768061,0.0001124333,0.04530561,0.0005535223,0.0001248132,0.000597185,0.1405179,0.001422049],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9098091,0.0008611806,0.0002557126,0.07952831,0.0008776948,0.006747493,0.0006251337,0.0000653655,0.001229994],"genre_scores_gemma":[0.9131088,0.00008471678,0.003114516,0.08199979,0.00006919399,0.0002822566,0.0008033286,0.00002250739,0.0005148726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5802817,"threshold_uncertainty_score":0.9998935,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403746267","doi":"10.1136/bmjment-2024-301290","title":"Randomised controlled trial comparing different intersession intervals of intermittent theta burst delivered to the dorsal medial prefrontal cortex","year":2024,"lang":"en","type":"article","venue":"BMJ Mental Health","topic":"Transcranial Magnetic Stimulation 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":"University Health Network; Krembil Foundation; University of Toronto; Centre for Addiction and Mental Health","funders":"Arrell Family Foundation; Temerty Family Foundation; Krembil Foundation; Toronto General and Western Hospital Foundation","keywords":"Transcranial magnetic stimulation; Tolerability; Stimulation; Depression (economics); Prefrontal cortex; Brain stimulation; Anesthesia; Medicine; Psychology; Electroconvulsive therapy; Internal medicine; Adverse effect; Psychiatry; Cognition","authors":[{"name":"Michelle S. Goodman","is_ca":true},{"name":"Laura Schulze","is_ca":true},{"name":"Zafiris J. Daskalakis","is_ca":false},{"name":"Gerasimos Konstantinou","is_ca":true},{"name":"Farrokh Mansouri","is_ca":true},{"name":"Alisson Paulino Trevizol","is_ca":true},{"name":"Daniel M. Blumberger","is_ca":true},{"name":"Jonathan Downar","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06260199886298748,"gpt":0.3708343751545607,"spread":0.3082323762915732,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006019294,0.000261444,0.0008334196,0.000125899,0.0002146135,0.00007091427,0.0003556545,0.00003937205,0.000132044],"category_scores_gemma":[0.0002517631,0.0001506125,0.0003122806,0.0001624128,0.0001541856,0.00008029887,0.0002231003,0.0002030329,0.00003826985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002026924,"about_ca_system_score_gemma":0.00008920243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001403638,"about_ca_topic_score_gemma":0.0001770481,"domain_scores_codex":[0.9968513,0.0006376029,0.001082448,0.000465395,0.0006135961,0.0003496494],"domain_scores_gemma":[0.9984224,0.000934892,0.0002168671,0.0002528733,0.00002845208,0.0001445116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8358918,0.0007236567,0.0001186266,0.0002343215,0.0001238931,0.00001377506,0.01979181,0.00006563508,0.1202049,0.0004192499,0.002270731,0.02014163],"study_design_scores_gemma":[0.9364288,0.004773614,0.01773379,0.001571169,0.0001298917,0.00003515611,0.002115143,0.03168284,0.004073903,0.00008973453,0.0009472625,0.0004186842],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771559,0.0003729502,0.001036009,0.004698176,0.005850961,0.01017897,0.00007726582,0.00009953582,0.0005302615],"genre_scores_gemma":[0.9984352,0.00005705866,0.00002678519,0.0005538446,0.0002363306,0.0004596105,0.000008135336,0.00002403083,0.000198977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.116131,"threshold_uncertainty_score":0.6141798,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403830338","doi":"10.1136/bmjment-2024-301226","title":"Development and validation of a prognostic model to predict relapse in adults with remitted depression in primary care: secondary analysis of pooled individual participant data from multiple studies","year":2024,"lang":"en","type":"article","venue":"BMJ 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":"Western University","funders":"National Institute for Health Research Applied Research Collaboration West; Birmingham Biomedical Research Centre; National Institute for Health and Care Research","keywords":"Depression (economics); Logistic regression; Medicine; Relapse prevention; Internal medicine; Bootstrapping (finance); Statistic; Primary care; Major depressive disorder; Clinical psychology; Oncology; Family medicine; Statistics","authors":[{"name":"Andrew S. Moriarty","is_ca":false},{"name":"Lewis W. Paton","is_ca":false},{"name":"Kym I E Snell","is_ca":false},{"name":"Lucinda Archer","is_ca":false},{"name":"Richard D Riley","is_ca":false},{"name":"Joshua E. J. Buckman","is_ca":false},{"name":"Carolyn Chew‐Graham","is_ca":false},{"name":"Simon Gilbody","is_ca":false},{"name":"Shehzad Ali","is_ca":true},{"name":"Stephen Pilling","is_ca":false},{"name":"Nick Meader","is_ca":false},{"name":"Bob Phillips","is_ca":false},{"name":"Peter Coventry","is_ca":false},{"name":"Jaime Delgadillo","is_ca":false},{"name":"David A. Richards","is_ca":false},{"name":"Chris Salisbury","is_ca":false},{"name":"Dean McMillan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1320922634137597,"gpt":0.4244166066145662,"spread":0.2923243432008065,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006006809,0.0001627619,0.0005528484,0.0004471561,0.00005720529,0.000009007986,0.0001524829,0.00005738944,0.00001359399],"category_scores_gemma":[0.000020016,0.0001284153,0.00001866449,0.0006865102,0.00003756635,0.0001608448,0.0002389121,0.0001283113,0.000001741175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002414289,"about_ca_system_score_gemma":0.0002706275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001481334,"about_ca_topic_score_gemma":0.005998567,"domain_scores_codex":[0.9977819,0.0001826916,0.00087595,0.0005613814,0.0003165298,0.0002814884],"domain_scores_gemma":[0.9991512,0.0001869469,0.0002001698,0.0003230822,0.00002371251,0.0001148913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002110686,0.0005960817,0.8315313,0.002004273,0.001026221,0.00002175544,0.1183789,0.0001582876,0.00004699267,0.000006698882,0.0001600874,0.0439587],"study_design_scores_gemma":[0.003470407,0.0003415234,0.9675367,0.00404834,0.0004176219,0.000001412058,0.01600018,0.007585828,0.0004343324,0.0000075918,0.00001012177,0.0001459509],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875675,0.008598496,0.00002782508,0.0001642971,0.0001069266,0.00222316,0.001247835,0.00002044396,0.00004346771],"genre_scores_gemma":[0.9907285,0.00009957609,0.003592471,0.00009379555,0.000009383663,0.0003456729,0.005103853,0.00001467477,0.00001209524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1360053,"threshold_uncertainty_score":0.5236624,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406775312","doi":"10.1136/bmjment-2024-301425","title":"Minimally important change on the Columbia Impairment Scale and Strengths and Difficulties Questionnaire in youths seeking mental healthcare","year":2025,"lang":"en","type":"article","venue":"BMJ Mental Health","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Institute for Clinical Evaluative Sciences; Health Sciences Centre; SickKids Foundation; University of Toronto; McMaster University; Public Health Ontario; Hospital for Sick Children; Sunnybrook Health Science Centre; Centre for Addiction and Mental Health","funders":"Margaret and Wallace McCain Centre for Child, Youth and Family Mental Health; Canadian Institutes of Health Research; Ontario SPOR SUPPORT Unit","keywords":"Mental health; Strengths and Difficulties Questionnaire; Scale (ratio); Psychology; Clinical psychology; Credibility; Medicine; Psychiatry; Geography","authors":[{"name":"Karolin Rose Krause","is_ca":true},{"name":"Alina Lee","is_ca":true},{"name":"Di Shan","is_ca":true},{"name":"Katherine Tombeau Cost","is_ca":true},{"name":"Lisa D. Hawke","is_ca":true},{"name":"Amy Cheung","is_ca":true},{"name":"Kristin Cleverley","is_ca":true},{"name":"Claire de Oliveira","is_ca":true},{"name":"Meaghen Quinlan-Davidson","is_ca":true},{"name":"Myla E. Moretti","is_ca":true},{"name":"Joanna Henderson","is_ca":true},{"name":"Clement Ma","is_ca":true},{"name":"Péter Szatmári","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02842102349176924,"gpt":0.3877750998504527,"spread":0.3593540763586835,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007102676,0.0002560554,0.0003656543,0.000125599,0.0008143774,0.00008111157,0.0001249635,0.0001010324,0.00006553546],"category_scores_gemma":[0.000008666801,0.0002146882,0.00004140847,0.000214842,0.0001349486,0.00009878961,0.0001252158,0.0002475576,0.000008006015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000597648,"about_ca_system_score_gemma":0.00008306964,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03030326,"about_ca_topic_score_gemma":0.06001206,"domain_scores_codex":[0.9975488,0.0003686818,0.0006813058,0.000537801,0.0002444221,0.0006190272],"domain_scores_gemma":[0.99917,0.0001010146,0.0002361437,0.0002590348,0.00001478709,0.0002189951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005267354,0.0009416972,0.8609725,0.000618847,0.00004232,0.00002216626,0.03417708,3.470983e-8,0.0000101169,0.001365078,0.00457388,0.09674949],"study_design_scores_gemma":[0.002607404,0.001309483,0.9658278,0.001811201,0.000009994265,0.00002961968,0.02726681,0.0001143056,0.00001322432,0.0001482307,0.0006485293,0.0002134117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9476413,0.007540268,2.776837e-7,0.03944333,0.0008098462,0.004017087,0.0001892948,0.00005113114,0.0003074302],"genre_scores_gemma":[0.9913232,0.001003882,0.00003572632,0.006018988,0.00008529899,0.0007866753,0.00008017409,0.00001965088,0.0006463971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1048552,"threshold_uncertainty_score":0.976154,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408943825","doi":"10.1136/bmjment-2024-301451","title":"Crosswalk between HRSD and MADRS outcomes for rTMS in patients with depression","year":2025,"lang":"en","type":"article","venue":"BMJ Mental Health","topic":"Transcranial Magnetic Stimulation Studies","field":"Neuroscience","cited_by":2,"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; University of Toronto; Institute for Clinical Evaluative Sciences; Centre for Addiction and Mental Health","funders":"Health Canada; Campbell Family Mental Health Research Institute; Arrell Family Foundation; Temerty Family Foundation; Canadian Institutes of Health Research; China Scholarship Council; Krembil Foundation; Fondation Brain Canada; Centre for Addiction and Mental Health Foundation; Toronto General and Western Hospital Foundation; National Natural Science Foundation of China","keywords":"Depression (economics); Schema crosswalk; Psychology; Clinical psychology; Psychiatry; Physical medicine and rehabilitation; Medicine; History; Economics","authors":[{"name":"Xiao Chen","is_ca":true},{"name":"Daniel M. Blumberger","is_ca":true},{"name":"Chao‐Gan Yan","is_ca":false},{"name":"Jonathan Downar","is_ca":true},{"name":"Fidel Vila‐Rodriguez","is_ca":true},{"name":"Zafiris J. Daskalakis","is_ca":true},{"name":"Tyler S. Kaster","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03379858616032039,"gpt":0.3832548618926139,"spread":0.3494562757322935,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001108951,0.000103259,0.0002141333,0.00008066818,0.0002294202,0.00001967446,0.0000643006,0.00002493199,0.000004099658],"category_scores_gemma":[0.0000633638,0.00007892056,0.0000174517,0.0001523881,0.00007290945,0.00006661959,0.0000423675,0.00005240662,0.000001651463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005907577,"about_ca_system_score_gemma":0.00004110949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001020649,"about_ca_topic_score_gemma":0.00007809309,"domain_scores_codex":[0.9990244,0.00004804706,0.0002508076,0.000281169,0.0001729239,0.0002226365],"domain_scores_gemma":[0.9995098,0.0002589734,0.00006260888,0.0001019217,0.00001296494,0.00005378453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002095687,0.00006499328,0.9874441,0.00007354404,0.000002188228,1.750981e-7,0.0002705215,0.000003869147,0.00008589412,0.000105065,0.0001346539,0.01160544],"study_design_scores_gemma":[0.004592416,0.0002571771,0.9941409,0.00008873303,0.000003456487,1.282712e-7,0.0000395032,0.00003815191,0.0001819368,0.000145198,0.0004387605,0.00007362917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948701,0.00004490649,0.0003523165,0.002317929,0.0001451001,0.001888107,0.0001077053,0.00002956047,0.0002443029],"genre_scores_gemma":[0.9979471,0.000006730669,0.0005946977,0.001152651,0.000008484289,0.00006896952,0.000006940149,0.000007982622,0.0002064314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01153181,"threshold_uncertainty_score":0.3218287,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417433556","doi":"10.1136/bmjment-2025-301969","title":"Brain fog with long covid and chemotherapy: systematic review and meta-analysis","year":2025,"lang":"en","type":"review","venue":"BMJ Mental Health","topic":"Long-Term Effects of COVID-19","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"UCLH Biomedical Research Centre; Medical Research Council","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Coronavirus Infections","authors":[{"name":"Jack Wilson","is_ca":false},{"name":"Kathy Liu","is_ca":false},{"name":"Emma Mittelman","is_ca":false},{"name":"Polen Bareke","is_ca":false},{"name":"Eli Shleifer","is_ca":false},{"name":"Robert Howard","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05817107553615102,"gpt":0.4527958772560348,"spread":0.3946248017198837,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002936742,0.0007258189,0.01438313,0.0004738198,0.0001555542,0.00005061523,0.0001777291,0.0001658962,0.0001291748],"category_scores_gemma":[0.0003855994,0.000412988,0.001255748,0.0009741366,0.0001051804,0.0000676624,0.0001037074,0.0003406591,0.00001038113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005482942,"about_ca_system_score_gemma":0.001579554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001453606,"about_ca_topic_score_gemma":0.0001297096,"domain_scores_codex":[0.995509,0.001235221,0.001465063,0.0008209129,0.000561097,0.0004086822],"domain_scores_gemma":[0.9957291,0.001395156,0.001178951,0.001018001,0.00004669016,0.0006321301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00001503608,0.0000480538,0.00001521756,0.9200635,0.07189599,0.00004286113,0.00005772442,1.187141e-8,2.779366e-9,0.0000231472,0.00300592,0.004832524],"study_design_scores_gemma":[0.0006059178,0.0003627899,0.000006501331,0.3108354,0.6440892,0.000579002,0.00001196573,0.000001643993,3.112785e-8,0.000002855397,0.04321184,0.0002929029],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[4.703001e-7,0.9433681,0.0001197124,0.03124439,0.000022613,0.02493734,0.0001565771,0.00006068587,0.00009007492],"genre_scores_gemma":[0.000002872346,0.9366646,0.0004608966,0.05812413,0.0000277968,0.001383574,0.0003591243,0.00005737628,0.00291959],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6092281,"threshold_uncertainty_score":0.9998322,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411021097","doi":"10.1136/bmjment-2025-301592","title":"General disease factor: evidence of a unifying dimension across mental and physical illness in children and adolescents","year":2025,"lang":"en","type":"article","venue":"BMJ Mental Health","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":2,"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":"European Research Executive Agency; Horizon 2020 Framework Programme; Hjärnfonden; Svenska Forskningsrådet Formas; Vetenskapsrådet; National Institute for Health and Care Research","keywords":"Mental health; Structural equation modeling; Exploratory factor analysis; Disease; Psychology; Clinical psychology; Cohort; Factor analysis; Medicine; Psychometrics; Statistics; Psychiatry; Mathematics; Internal medicine","authors":[{"name":"Miguel Garcia‐Argibay","is_ca":false},{"name":"Valerie Brandt","is_ca":false},{"name":"Sun Hongyi","is_ca":false},{"name":"Marco Solmi","is_ca":true},{"name":"Paul Lichtenstein","is_ca":false},{"name":"Henrik Larsson","is_ca":false},{"name":"Samuele Cortese","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02555915065470772,"gpt":0.3919816268332549,"spread":0.3664224761785472,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001452942,0.0001347887,0.0002198438,0.00005395186,0.0001905928,0.0000135754,0.00006375071,0.00003267878,0.000008788853],"category_scores_gemma":[0.000004812539,0.0001217441,0.00003633667,0.000126875,0.00009175268,0.00007427041,0.0001181069,0.0001100424,0.000002826135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009584617,"about_ca_system_score_gemma":0.00006677753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003512329,"about_ca_topic_score_gemma":0.00003897136,"domain_scores_codex":[0.9988722,0.00009918174,0.0002704088,0.000321326,0.0001633292,0.000273614],"domain_scores_gemma":[0.9996452,0.00001389223,0.00007960266,0.00009593338,0.00001004516,0.0001553143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005322434,0.0006489655,0.9473534,0.0003296697,0.0000240042,0.000001842454,0.006873906,4.059694e-7,0.0002117423,0.0006757037,0.0008591065,0.04248906],"study_design_scores_gemma":[0.001334565,0.00005204352,0.9954054,0.002333735,0.000003077053,0.00000444163,0.0004556077,0.00002779392,0.00003014007,0.0001488919,0.00008777592,0.0001165705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941511,0.002377714,0.000005366967,0.002156661,0.0004530519,0.000705515,0.0001084284,0.00001223539,0.00002993888],"genre_scores_gemma":[0.99826,0.0005580867,0.00002072056,0.0008769362,0.0000670911,0.00000962682,0.00003774454,0.000006527121,0.0001632423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.048052,"threshold_uncertainty_score":0.496458,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385658318","doi":"10.1136/bmjment-2023-300838","title":"Correspondence on population health surveys and screening tools for depressive disorders: aims and uses by Arias de la Torre <i>et al</i>","year":2023,"lang":"en","type":"letter","venue":"BMJ Mental Health","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University Health Centre; McGill University; Jewish General Hospital","funders":"","keywords":"Psychology; Psychiatry","authors":[{"name":"Felix Fischer","is_ca":false},{"name":"Dario Zocholl","is_ca":false},{"name":"Geraldine Rauch","is_ca":false},{"name":"Brooke Levis","is_ca":true},{"name":"Andrea Benedetti","is_ca":true},{"name":"Brett D. Thombs","is_ca":true},{"name":"Matthias Rose","is_ca":false},{"name":"Polychronis Kostoulas","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07962872706788911,"gpt":0.4633367234494195,"spread":0.3837079963815304,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003230076,0.0004810245,0.0007072645,0.0001829038,0.0007750928,0.000200123,0.0001817526,0.0003769153,0.00004294107],"category_scores_gemma":[0.00006248021,0.0004629781,0.00007723716,0.0001478534,0.0001010812,0.0002547077,0.00009049881,0.0007968872,0.00001851192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004057467,"about_ca_system_score_gemma":0.0001418088,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01604914,"about_ca_topic_score_gemma":0.001462978,"domain_scores_codex":[0.9936814,0.003315953,0.0007114154,0.0009390275,0.0003833493,0.0009688966],"domain_scores_gemma":[0.9960408,0.002596406,0.0007227849,0.0003351641,0.00001682396,0.0002880135],"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":[0.0002437216,0.0001093704,0.01554287,0.0005548639,0.00004710881,0.00001894344,0.0009196646,7.890159e-7,6.415539e-7,0.00006179362,0.8507794,0.1317208],"study_design_scores_gemma":[0.006894748,0.003956792,0.2733669,0.00292963,0.00004301446,0.0001631984,0.001657356,0.0001485493,0.000006499118,0.0006824231,0.7090396,0.001111381],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04609162,0.005539285,0.001388944,0.92866,0.002299144,0.01003326,0.005358201,0.0002658139,0.0003637008],"genre_scores_gemma":[0.03555882,0.002231786,0.0006063811,0.9423117,0.0005585338,0.001353621,0.013943,0.0001915589,0.003244611],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.257824,"threshold_uncertainty_score":0.9997822,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417433545","doi":"10.1136/bmjment-2025-302024","title":"Attention deficit hyperactivity disorder symptoms and risky sexual behaviours in university students:the i-Share study","year":2025,"lang":"en","type":"article","venue":"BMJ Mental Health","topic":"Attention Deficit Hyperactivity Disorder","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Research Unit on Children's Psychosocial Maladjustment","funders":"","keywords":"Attention deficit hyperactivity disorder; Intervention (counseling); Risk factor; Affect (linguistics)","authors":[{"name":"Claudine Offranc","is_ca":false},{"name":"Charline Galesne","is_ca":false},{"name":"Mélissa Macalli","is_ca":false},{"name":"Shérazade Kinouani","is_ca":false},{"name":"Noelia Retuerto","is_ca":false},{"name":"Sara Carucci","is_ca":false},{"name":"Diane Purper‐Ouakil","is_ca":false},{"name":"J. J. Sandra Kooij","is_ca":false},{"name":"Samuele Cortese","is_ca":false},{"name":"Christophe Tzourio","is_ca":false},{"name":"Cédric Galéra","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02856749461006156,"gpt":0.3845387244543074,"spread":0.3559712298442458,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006303641,0.0001916168,0.0003622555,0.000215552,0.0004194482,0.00003417584,0.0001283355,0.00006788046,0.0000519817],"category_scores_gemma":[0.00003811393,0.0001701744,0.00005183499,0.0004713523,0.00007379875,0.0002091167,0.0002202794,0.0004028612,0.0000159178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005081366,"about_ca_system_score_gemma":0.0001817078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003862596,"about_ca_topic_score_gemma":0.00669179,"domain_scores_codex":[0.9980943,0.0003885883,0.0003046484,0.0004466106,0.0004481432,0.0003176848],"domain_scores_gemma":[0.999285,0.00008751061,0.000139003,0.0003323618,0.00004713203,0.0001089788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002496887,0.00338712,0.9860332,0.00007119927,0.00006207958,0.00002173613,0.0004148704,0.000003513775,0.00002889891,0.000049267,0.00013315,0.009545259],"study_design_scores_gemma":[0.004843072,0.0005018405,0.9345108,0.0001154638,0.00008058147,0.00002701004,0.05944967,0.0001070021,3.033936e-7,0.000002684833,0.0002426432,0.0001189927],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901942,0.0002366977,0.00006528939,0.005812082,0.0001706377,0.003258226,0.00006414622,0.00005300978,0.0001457225],"genre_scores_gemma":[0.9973791,0.00004312251,0.0000195642,0.0002465752,0.00001564303,0.00002569775,0.00008984859,0.00001587937,0.002164597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05903479,"threshold_uncertainty_score":0.6939511,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412708508","doi":"10.1136/bmjment-2025-301629","title":"Safer opioid supply clients’ values and preferences: a systematic review and thematic synthesis of qualitative research","year":2025,"lang":"en","type":"review","venue":"BMJ Mental Health","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Memorial University of Newfoundland; Public Health Ontario; University of Toronto; University of Victoria; St. Michael's Hospital","funders":"Canadian Institutes of Health Research","keywords":"CINAHL; PsycINFO; SAFER; Thematic analysis; Qualitative research; Psychology; MEDLINE; Critical appraisal; Nursing; Medicine; Medical education; Psychological intervention; Political science; Sociology; Computer science; Alternative medicine","authors":[{"name":"Frishta Nafeh","is_ca":true},{"name":"Lucas Martignetti","is_ca":true},{"name":"Gillian Kolla","is_ca":true},{"name":"Matthew Bonn","is_ca":false},{"name":"Shahryar Moradi Falah Langeroodi","is_ca":true},{"name":"Karen Urbanoski","is_ca":true},{"name":"Bernie Pauly","is_ca":true},{"name":"Dan Werb","is_ca":true},{"name":"Mohammad Karamouzian","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2045209237489062,"gpt":0.5555072897267395,"spread":0.3509863659778333,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005339765,0.0004754764,0.006022454,0.0004187444,0.0001663971,0.00002049556,0.0001799243,0.0001464649,0.00004498988],"category_scores_gemma":[0.001384156,0.0002984124,0.0002555898,0.0005252828,0.0002288917,0.00004810333,0.0002088267,0.0003530112,0.00002331591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005007101,"about_ca_system_score_gemma":0.001630298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001962091,"about_ca_topic_score_gemma":0.00001039854,"domain_scores_codex":[0.9917452,0.004356008,0.002026406,0.0006119555,0.000815553,0.000444919],"domain_scores_gemma":[0.994707,0.003363483,0.0008054299,0.0007131041,0.0001483791,0.000262609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0000135091,0.000313892,0.000007812486,0.9489264,0.0005321544,0.000002340119,0.007971939,3.819229e-10,1.173747e-8,0.0001604664,0.0009997528,0.04107174],"study_design_scores_gemma":[0.0003321583,0.0006169191,0.00001159398,0.9847154,0.004089362,0.00005899096,0.008416544,6.830101e-7,5.910354e-7,0.000273415,0.001307764,0.000176572],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005126006,0.9732515,0.00000119046,0.0006610772,0.0000488413,0.02495695,0.0005003829,0.00002084266,0.0005079744],"genre_scores_gemma":[0.00005901821,0.9937074,0.0006029976,0.0001848848,0.00001312565,0.00413628,0.000215545,0.00003880992,0.00104196],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04089516,"threshold_uncertainty_score":0.9999468,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412707726","doi":"10.1136/bmjment-2025-301856","title":"Indigenous mental health research in the context of climate change: methodological reflections on language and barriers to cultural practice","year":2025,"lang":"en","type":"article","venue":"BMJ Mental Health","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"Wellcome Trust","keywords":"Indigenous; Mental health; Climate change; Context (archaeology); Sociology; Psychology; Political science; Geography; Psychotherapist; Ecology","authors":[{"name":"Samrawit Gougsa","is_ca":false},{"name":"Victoria M. Pratt","is_ca":false},{"name":"Daniel Kobei","is_ca":false},{"name":"Sylvia Kokunda","is_ca":false},{"name":"Siwakorn Odochao","is_ca":false},{"name":"Jenni Laiti","is_ca":false},{"name":"Babitha George","is_ca":false},{"name":"Nicole Redvers","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3201205452985392,"gpt":0.6109285252169497,"spread":0.2908079799184105,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01628082,0.0001010875,0.0002504509,0.0002588116,0.008772917,0.00004837861,0.0002171432,0.00008579142,0.00001818109],"category_scores_gemma":[0.0001304338,0.00006730105,0.00003075303,0.0009100019,0.0002681287,0.0001539903,0.000009210372,0.0003965864,0.000009859367],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001274805,"about_ca_system_score_gemma":0.007920614,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3425429,"about_ca_topic_score_gemma":0.6975943,"domain_scores_codex":[0.9913023,0.006624251,0.0004177263,0.0002852491,0.0005528068,0.0008176912],"domain_scores_gemma":[0.9983642,0.0008518515,0.0001632966,0.0001768558,0.0000927615,0.0003510659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001664101,0.0001932776,0.0002592868,0.00009366354,0.000005460939,0.000001282815,0.9145262,8.046919e-8,0.00000241898,0.07422165,0.00100886,0.009521418],"study_design_scores_gemma":[0.0002374336,0.0007132562,0.001659179,0.0001435803,0.000001510341,0.000006880955,0.7195508,5.980537e-7,0.00001635511,0.0001444773,0.2774695,0.00005646925],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7121334,0.002384744,0.000004819563,0.211761,0.001131023,0.008799047,0.0001327827,0.00003990556,0.06361322],"genre_scores_gemma":[0.9348305,0.04068132,0.001765427,0.02130215,0.0003848115,0.0001371751,0.00005535775,0.00001152133,0.0008317343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3550514,"threshold_uncertainty_score":0.9977036,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408998466","doi":"10.1136/bmjment-2024-301430","title":"Decline in striatal binding ratio associated with accelerated decline in performance on symbol digit modality but not MoCA in Parkinson’s Disease Psychosis","year":2025,"lang":"en","type":"article","venue":"BMJ Mental Health","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Parkinson's UK; National Institute for Health and Care Research; Michael J. Fox Foundation for Parkinson's Research","keywords":"Montreal Cognitive Assessment; Psychosis; Cognitive decline; Cognition; Parkinson's disease; Dopamine transporter; Psychology; Audiology; Internal medicine; Medicine; Psychiatry; Dopamine; Dopaminergic; Cognitive impairment; Disease; Dementia","authors":[{"name":"Sara Pisani","is_ca":false},{"name":"Latha Velayudhan","is_ca":false},{"name":"Dag Aarsland","is_ca":false},{"name":"К. Ray Chaudhuri","is_ca":false},{"name":"Clive Ballard","is_ca":false},{"name":"Dominic ffytche","is_ca":false},{"name":"Sagnik Bhattacharyya","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04606309181498904,"gpt":0.3628899532852138,"spread":0.3168268614702248,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006252392,0.0003405734,0.0006631767,0.0005330236,0.0001293104,0.00004043781,0.0001304433,0.0001037685,0.0000327171],"category_scores_gemma":[0.00009976275,0.000294882,0.0000673536,0.001048377,0.00003401954,0.0001960065,0.00008072347,0.0003328007,0.00001580485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002128327,"about_ca_system_score_gemma":0.0008604304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001598206,"about_ca_topic_score_gemma":0.005008217,"domain_scores_codex":[0.997161,0.0001961893,0.0008345697,0.0006421275,0.0005289952,0.0006370913],"domain_scores_gemma":[0.998922,0.00008252817,0.0002294357,0.0003353446,0.00003813075,0.0003925796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009105948,0.004267629,0.9759363,0.0002241406,0.00007244142,0.0001477218,0.0001563806,0.0001207744,0.00007838853,0.00004283363,0.0001483764,0.009699053],"study_design_scores_gemma":[0.01713832,0.0007444015,0.9693452,0.002344856,0.00002984493,0.000001844994,0.0001593641,0.008563442,0.001174682,0.0000448493,0.0002327779,0.000220379],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889476,0.0001121869,0.00001196522,0.007420827,0.0001611607,0.002633294,0.0004957815,0.00005757831,0.00015965],"genre_scores_gemma":[0.9938203,0.0002989538,0.00008132046,0.00386911,0.00002811855,0.0003912279,0.001247283,0.00002963621,0.00023408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009478674,"threshold_uncertainty_score":0.9999503,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412200229","doi":"10.1136/bmjment-2025-301725","title":"Association of hyperactivity–impulsivity and inattention symptom profiles with suicide attempt: an 18-year population-based cohort study","year":2025,"lang":"en","type":"article","venue":"BMJ Mental Health","topic":"Attention Deficit Hyperactivity Disorder","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Université Laval; Université de Montréal; Université du Québec à Montréal; Centre Hospitalier Universitaire Sainte-Justine; International Centre for Comparative Criminology; McGill University; Douglas Mental Health University Institute","funders":"European Research Executive Agency; Social Sciences and Humanities Research Council of Canada; National Institute for Health and Care Research","keywords":"Impulsivity; Longitudinal study; Attention deficit hyperactivity disorder; Poison control; Suicide attempt; Psychology; Population; Cohort; Psychiatry; Cohort study; Injury prevention; Suicide prevention; Clinical psychology; Medicine; Internal medicine; Medical emergency","authors":[{"name":"Michel Spodenkiewicz","is_ca":true},{"name":"Ayla Inja","is_ca":true},{"name":"Samuele Cortese","is_ca":false},{"name":"Cédric Galéra","is_ca":false},{"name":"Isabelle Ouellet‐Morin","is_ca":true},{"name":"Sylvana M. Côté","is_ca":true},{"name":"Michel Boivin","is_ca":true},{"name":"Frank Vitaro","is_ca":true},{"name":"Mara Brendgen","is_ca":true},{"name":"Ginette Dionne","is_ca":true},{"name":"Johanne Renaud","is_ca":true},{"name":"Richard E. Tremblay","is_ca":true},{"name":"Gustavo Turecki","is_ca":true},{"name":"Marie‐Claude Geoffroy","is_ca":true},{"name":"Massimiliano Orri","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02447525572678999,"gpt":0.3881984329668917,"spread":0.3637231772401017,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001072495,0.0001786382,0.0005190026,0.0002274617,0.0002206928,0.00002438404,0.00004285812,0.00007956443,0.00006341919],"category_scores_gemma":[0.0001188663,0.0001642386,0.00005019701,0.0003414693,0.0000291007,0.0002877834,0.00002958052,0.0002059827,0.000004094011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006931914,"about_ca_system_score_gemma":0.0003303888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00335478,"about_ca_topic_score_gemma":0.001692788,"domain_scores_codex":[0.9979095,0.0003931634,0.000443888,0.0004033241,0.0006047846,0.0002453086],"domain_scores_gemma":[0.9988126,0.0001385296,0.000462081,0.0003045559,0.000165166,0.0001170291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004016684,0.002206532,0.9948343,0.0003003557,0.0001418992,0.000001895241,0.0001141607,0.00001487752,0.0003077857,0.00004770181,0.0001347923,0.001494042],"study_design_scores_gemma":[0.003476635,0.001060798,0.9916782,0.0002741359,0.0001373658,0.000006450886,0.002531747,0.0006128867,0.00007059878,0.00001234462,0.0000147972,0.0001240784],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910825,0.00003372076,0.0002069377,0.004108436,0.0001021677,0.004143126,0.00004801631,0.00006645246,0.0002085881],"genre_scores_gemma":[0.9981287,0.000007691642,0.0003741017,0.0003523473,0.00002691017,0.0001220196,0.0003983929,0.00002238832,0.0005674903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007046103,"threshold_uncertainty_score":0.6697454,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7117244315","doi":"10.1136/bmjment-2025-302114","title":"Association between alcohol consumption per capita and suicide mortality rate across 30 European countries","year":2025,"lang":"en","type":"article","venue":"BMJ Mental Health","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Women's College Hospital; Public Health Ontario; University of Toronto; Centre for Addiction and Mental Health","funders":"National Institute on Alcohol Abuse and Alcoholism; National Institutes of Health","keywords":"Per capita; Alcohol consumption; Consumption (sociology); Association (psychology); Suicide prevention; Poison control; Psychological intervention; Occupational safety and health","authors":[{"name":"Kangwen Guo","is_ca":true},{"name":"Huan Jiang","is_ca":true},{"name":"Kevin D. Shield","is_ca":true},{"name":"Sheryl Spithoff","is_ca":true},{"name":"Shannon Lange","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08576419611307692,"gpt":0.4538665555869325,"spread":0.3681023594738556,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002252113,0.0001596116,0.0003159078,0.00004441705,0.0005559747,0.00005288913,0.00008398228,0.0000670866,0.0003536499],"category_scores_gemma":[0.00003024775,0.0001562117,0.00004425956,0.00005354737,0.00008764421,0.00008114141,0.00009778756,0.0001608998,0.0007577385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003364723,"about_ca_system_score_gemma":0.00004988493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002022963,"about_ca_topic_score_gemma":0.0008170142,"domain_scores_codex":[0.9979066,0.0006656835,0.0004526319,0.000337899,0.000177243,0.0004599418],"domain_scores_gemma":[0.999202,0.0002171779,0.000237627,0.0002044178,0.00005110884,0.00008768108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003618032,0.00003635269,0.9681846,0.00008583852,0.0003192239,0.000003816004,0.006345888,9.356529e-8,0.00001902849,0.000447402,0.02321017,0.001311359],"study_design_scores_gemma":[0.001166462,0.00006520782,0.9892514,0.00002032641,0.00004437453,0.000001517868,0.002536917,0.000001783707,0.00003982754,0.0001027418,0.006639971,0.0001295111],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863503,0.002176526,0.000027813,0.005517711,0.0006705225,0.0007154215,0.0003585443,0.00008633665,0.004096847],"genre_scores_gemma":[0.9917734,0.0006255393,0.00001615944,0.003764771,0.0001421752,0.00003561268,0.0001286464,0.00001498582,0.00349873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02106671,"threshold_uncertainty_score":0.9739449,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410038817","doi":"10.1136/bmjment-2025-301600","title":"Trends and socioeconomic inequalities in acute mental health service use in Canada, 2004–2019: a nationally representative retrospective cohort study","year":2025,"lang":"en","type":"article","venue":"BMJ Mental Health","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Public Health Ontario; University of Toronto; Douglas Mental Health University Institute; McGill University; McGill University Health Centre","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Demography; Socioeconomic status; Mental health; Emergency department; Inequality; Population; Depression (economics); Environmental health; Psychiatry","authors":[{"name":"Jasleen Arneja","is_ca":true},{"name":"Brice Batomen","is_ca":true},{"name":"Marie‐Josée Fleury","is_ca":true},{"name":"Arijit Nandi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03822354798507115,"gpt":0.426268049466295,"spread":0.3880445014812238,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001118823,0.0003125653,0.0007681269,0.0005143661,0.0003766776,0.00004232032,0.0001826298,0.00006424003,0.0003245054],"category_scores_gemma":[0.000006146342,0.0003279893,0.00003649321,0.0005436875,0.00005065946,0.0003434073,0.0001388367,0.0003177246,0.00001432733],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01118184,"about_ca_system_score_gemma":0.001782746,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9737495,"about_ca_topic_score_gemma":0.990392,"domain_scores_codex":[0.9961529,0.0008120589,0.001152733,0.0008103811,0.0003448293,0.00072711],"domain_scores_gemma":[0.9988637,0.0001548853,0.0004152502,0.00030671,0.00003487353,0.0002245593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005279228,0.0007415912,0.946958,0.00007094537,0.000171259,0.00002372727,0.01510381,0.000001827513,4.917268e-7,0.001179887,0.03258034,0.002640217],"study_design_scores_gemma":[0.00514331,0.0004214004,0.9666163,0.0001278653,0.000008164498,0.00001044899,0.02708865,0.00006346447,0.00000223496,0.0001153309,0.0002078898,0.0001949574],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643784,0.0008231542,0.000001001195,0.02707397,0.0008784995,0.004170123,0.001084512,0.00002503892,0.001565338],"genre_scores_gemma":[0.9840988,0.0001695287,0.0000661285,0.008374723,0.00003179423,0.0006523995,0.0007659123,0.00002350677,0.0058172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03237245,"threshold_uncertainty_score":0.9999172,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408043424","doi":"10.1136/bmjment-2024-301408","title":"Lack of neuropsychological effects following short-term subcallosal cingulate gyrus deep brain stimulation in treatment-resistant depression: a randomised crossover study","year":2025,"lang":"en","type":"article","venue":"BMJ Mental Health","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Krembil Foundation; Health Sciences Centre; Sunnybrook Health Science Centre; Public Health Ontario; University Health Network; University of Toronto; St. Michael's Hospital","funders":"Allergan; Ministère de la Défense Nationale; H. Lundbeck A/S; Eisai; Royal College of Physicians and Surgeons of Canada; University of Toronto; Associated Medical Services; Government of Canada; Canadian Institutes of Health Research; Weston Brain Institute; Sunovion; Servier; Fondation Brain Canada; Pfizer; American Foundation for Suicide Prevention","keywords":"Deep brain stimulation; Neuropsychology; Cognition; Effects of sleep deprivation on cognitive performance; Cognitive flexibility; Mood; Audiology; Psychology; Trail Making Test; Medicine; Neuropsychological test; Clinical psychology; Neuroscience; Internal medicine; Parkinson's disease","authors":[{"name":"Fatemeh Gholamali Nezhad","is_ca":true},{"name":"Vanessa K. Tassone","is_ca":true},{"name":"Yuelee Khoo","is_ca":true},{"name":"Michelle Wu","is_ca":true},{"name":"Ilya Demchenko","is_ca":true},{"name":"Reinhard Janssen‐Aguilar","is_ca":true},{"name":"Amanda K. Ceniti","is_ca":true},{"name":"Sakina J. Rizvi","is_ca":true},{"name":"Wendy Lou","is_ca":true},{"name":"Peter Giacobbe","is_ca":true},{"name":"Sidney H. Kennedy","is_ca":true},{"name":"Andrés M. Lozano","is_ca":true},{"name":"Mary Pat McAndrews","is_ca":true},{"name":"Venkat Bhat","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03904872142586221,"gpt":0.4231789351648968,"spread":0.3841302137390346,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002873126,0.0002557911,0.0007854753,0.0001369933,0.0001313405,0.0000147604,0.00006999085,0.00008657914,0.00002357297],"category_scores_gemma":[0.0001027786,0.000175939,0.0002114449,0.0002908184,0.00004088886,0.00004550653,0.00005283099,0.0001370022,0.000003504783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002028901,"about_ca_system_score_gemma":0.00008239191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001618233,"about_ca_topic_score_gemma":0.0001802352,"domain_scores_codex":[0.9977329,0.0004250889,0.0006689503,0.0005119133,0.0002887358,0.0003723473],"domain_scores_gemma":[0.9990979,0.0003283614,0.000115601,0.0002915542,0.00001386544,0.0001527492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0400609,0.007232333,0.9311225,0.0001485574,0.0001658423,0.0008741093,0.0005409405,0.00002835751,0.002971645,0.00001315557,0.00007358986,0.01676807],"study_design_scores_gemma":[0.08282875,0.005457212,0.9105316,0.0001987051,0.00008021186,0.000004704742,0.00007299527,0.0003921739,0.0001974148,0.0001293389,0.000009664498,0.00009717407],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915906,0.0004699786,0.00003648308,0.0009772615,0.000243042,0.006129814,0.000007193316,0.00004726611,0.0004983258],"genre_scores_gemma":[0.9978045,0.0000256955,0.00007726578,0.001674264,0.00001676069,0.0001875471,0.00004622169,0.00001646646,0.000151269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04276785,"threshold_uncertainty_score":0.7174585,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}