{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":47,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":47,"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":"02ad3c970fce","filters":{"venue":"Sleep Medicine Clinics"}},"results":[{"id":"W4224217470","doi":"10.1016/j.jsmc.2022.03.003","title":"Epidemiology of Insomnia","year":2022,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Sleep and related disorders","field":"Psychology","cited_by":830,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"Canadian Institutes of Health Research; National Institutes of Health","keywords":"Insomnia; Medicine; Epidemiology; Chronic insomnia; Socioeconomic status; Public health; Population; Psychiatry; Psychological intervention; Incidence (geometry); Sleep disorder; Gerontology; Environmental health; Nursing; Internal medicine","authors":[{"name":"Charles M. Morin","is_ca":true},{"name":"Denise C. Jarrin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.195390912303068,"gpt":0.4859416875209419,"spread":0.2905507752178739,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00321156,0.0005379074,0.004575749,0.0005411188,0.00008297332,3.85758e-7,0.0008874696,0.001208591,0.04028856],"category_scores_gemma":[0.003146967,0.0003800493,0.000922544,0.0008235013,0.0006687401,0.00001587344,0.0002082678,0.002137765,0.0005942078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006501286,"about_ca_system_score_gemma":0.0001464765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007555141,"about_ca_topic_score_gemma":0.000002992274,"domain_scores_codex":[0.9932023,0.002091788,0.003080896,0.0007966881,0.000259958,0.0005683591],"domain_scores_gemma":[0.9877109,0.008721673,0.002039429,0.001289303,0.00004663717,0.0001920567],"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":[0.00001950765,0.0002694937,0.0001991178,0.002091637,0.002097217,0.00004113448,0.0003586241,9.745291e-7,6.796585e-10,0.004746815,0.02175555,0.9684199],"study_design_scores_gemma":[0.001252358,0.0006969218,0.00001828834,0.001669478,0.004744679,0.00006488254,0.0004883178,0.000002590756,7.332123e-10,0.0007884013,0.9899761,0.000297973],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002277966,0.9431758,0.00004544292,0.0002476352,0.01212258,0.000737204,0.0000397244,0.00007694239,0.04355239],"genre_scores_gemma":[0.000001786127,0.9952719,0.00005529788,0.001207086,0.0007092602,0.000183716,0.0005077742,0.0001098821,0.001953276],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9682205,"threshold_uncertainty_score":0.9998651,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3003583720","doi":"10.1016/j.jsmc.2019.11.005","title":"Sleep and Athletic Performance","year":2020,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Sleep and related disorders","field":"Psychology","cited_by":240,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Sleep & Circadian Network; Université Laval","funders":"National Institute on Minority Health and Health Disparities; National Collegiate Athletic Association; National Institutes of Health; Jazz Pharmaceuticals","keywords":"Sleep (system call); Elite athletes; Athletes; Medicine; Effects of sleep deprivation on cognitive performance; Cognition; Elite; Sleep deprivation; Mental health; Performance enhancement; Competitive athletes; Physical medicine and rehabilitation; Physical therapy; Applied psychology; Psychiatry; Psychology","authors":[{"name":"Jonathan Charest","is_ca":true},{"name":"Michael A. Grandner","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05375711850069176,"gpt":0.3839663088576911,"spread":0.3302091903569993,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005789858,0.0006898772,0.002571738,0.0002568341,0.0001233923,0.00001284933,0.0005142357,0.001094773,0.002594904],"category_scores_gemma":[0.0003229255,0.0004821518,0.0003525665,0.0006154458,0.0005320318,0.00004002035,0.0001500954,0.001796239,0.002279155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004025971,"about_ca_system_score_gemma":0.00006258344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008485677,"about_ca_topic_score_gemma":0.000001271841,"domain_scores_codex":[0.9964385,0.0002960925,0.001434284,0.0009493145,0.0003299144,0.0005519131],"domain_scores_gemma":[0.9973361,0.0008098182,0.0006252477,0.0007709223,0.0000571839,0.0004006965],"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":[0.00001713012,0.00007694084,0.00003998905,0.003146159,0.001167254,0.0001013339,0.0006550347,1.757582e-7,3.466032e-9,0.0003529824,0.006865364,0.9875776],"study_design_scores_gemma":[0.00159437,0.0006666034,0.00001613236,0.003929981,0.005454057,0.0001458051,0.0002653536,0.00008458958,3.554329e-9,0.00005073375,0.9873235,0.0004688773],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000022665,0.9635159,0.00003604146,0.0008669447,0.005785671,0.000836227,0.00001195446,0.0001569282,0.02876763],"genre_scores_gemma":[0.00003301376,0.9956597,0.00004343274,0.001499361,0.001366622,0.00009543537,0.000139392,0.000137855,0.001025202],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9871088,"threshold_uncertainty_score":0.999763,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4281739240","doi":"10.1016/j.jsmc.2022.03.006","title":"Sleep and Athletic Performance","year":2022,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Sleep and related disorders","field":"Psychology","cited_by":108,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary; Canadian Sleep & Circadian Network; Université Laval","funders":"National Institute on Minority Health and Health Disparities; National Collegiate Athletic Association; National Institutes of Health; Jazz Pharmaceuticals; Merck","keywords":"Medicine; Sleep (system call); Effects of sleep deprivation on cognitive performance; Vigilance (psychology); Cognition; Sleep deprivation; Concussion; Athletes; Physical medicine and rehabilitation; Physical therapy; Sleep debt; Poison control; Injury prevention; Psychology; Psychiatry; Medical emergency; Cognitive psychology","authors":[{"name":"Jonathan Charest","is_ca":true},{"name":"Michael A. Grandner","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06989323539798785,"gpt":0.3912257537577925,"spread":0.3213325183598046,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001135241,0.0006406513,0.002170293,0.000410659,0.0002490407,0.00001068789,0.0005922001,0.0007822186,0.02068122],"category_scores_gemma":[0.0002824704,0.0004701267,0.0003622873,0.0006703481,0.0004891828,0.00003856592,0.0002371156,0.002154748,0.0008299708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007085085,"about_ca_system_score_gemma":0.00006334788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001590787,"about_ca_topic_score_gemma":0.000001685607,"domain_scores_codex":[0.9961826,0.0004511072,0.001411079,0.0009237257,0.0004292135,0.0006022689],"domain_scores_gemma":[0.9967167,0.001316285,0.0006736682,0.0009965014,0.00003320533,0.0002636029],"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":[0.00001554698,0.0001327043,0.00004396401,0.002398147,0.001034322,0.00007060149,0.0006152911,5.409345e-7,1.336216e-9,0.000352587,0.00631708,0.9890192],"study_design_scores_gemma":[0.001538872,0.0007137071,0.00001548241,0.001685222,0.00480434,0.0001963102,0.0005237699,0.00004397572,1.205946e-9,0.00005518394,0.9899513,0.0004718329],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004652837,0.9417708,0.00001134847,0.0002400872,0.008709691,0.0008327316,0.00001457883,0.0001306325,0.0482436],"genre_scores_gemma":[0.00001598548,0.994755,0.00002248901,0.001000235,0.0008069131,0.0002494861,0.000265272,0.0001422886,0.002742305],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9885474,"threshold_uncertainty_score":0.999948,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2138535552","doi":"10.1016/j.jsmc.2015.05.005","title":"Overview on Sleep Bruxism for Sleep Medicine Clinicians","year":2015,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":89,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Sleep Bruxism; Medicine; Sleep (system call); Headaches; Sleep medicine; Polysomnography; Breathing; Physical medicine and rehabilitation; Physical therapy; Population; Sleep disordered breathing; Sleep disorder; Electromyography; Anesthesia; Electroencephalography; Obstructive sleep apnea; Insomnia; Psychiatry","authors":[{"name":"Maria Clotilde Carra","is_ca":false},{"name":"Nelly Huynh","is_ca":true},{"name":"Bernard Fleury","is_ca":false},{"name":"Gilles Lavigne","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2679806681823748,"gpt":0.5096350795273189,"spread":0.2416544113449441,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.01100096,0.002826945,0.01462277,0.002258172,0.0003908171,0.00004353041,0.002125494,0.002786353,0.0020562],"category_scores_gemma":[0.0186084,0.001943969,0.002680153,0.002650084,0.002391595,0.0001975227,0.0006180473,0.005324026,0.002102054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001677196,"about_ca_system_score_gemma":0.0009598833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000551733,"about_ca_topic_score_gemma":0.00003040056,"domain_scores_codex":[0.9811831,0.001360364,0.006944829,0.003445331,0.004463902,0.002602508],"domain_scores_gemma":[0.9779744,0.008805856,0.003053376,0.004655856,0.002728732,0.002781833],"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":[0.0005959941,0.0006727917,0.00003794472,0.03083122,0.002331926,0.0003333558,0.000234612,0.000001534989,4.823029e-7,0.001707635,0.06239466,0.9008579],"study_design_scores_gemma":[0.01343874,0.01188953,0.00003143338,0.03681527,0.0125489,0.0003495772,0.0003541769,0.0005380037,4.964176e-7,0.001077262,0.9215922,0.001364413],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000008961288,0.9557462,0.0008040229,0.009624731,0.01006147,0.01117635,0.0005428324,0.0004628567,0.01157256],"genre_scores_gemma":[0.00001735309,0.9658982,0.001191915,0.006416187,0.0172436,0.001214804,0.003993073,0.0009220309,0.003102838],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8994935,"threshold_uncertainty_score":0.9995833,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2106303066","doi":"10.1016/j.jsmc.2015.02.009","title":"Emotional and Cognitive Impact of Sleep Restriction in Children","year":2015,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Sleep and related disorders","field":"Psychology","cited_by":82,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Sleep restriction; Daytime; Observational study; Sleep (system call); Cognition; Cognitive skill; Effects of sleep deprivation on cognitive performance; Longitudinal study; Clinical psychology; Audiology; Psychiatry; Sleep deprivation; Internal medicine","authors":[{"name":"Jennifer Vriend","is_ca":false},{"name":"Fiona Davidson","is_ca":true},{"name":"Benjamin Rusak","is_ca":true},{"name":"Penny Corkum","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05688539927574891,"gpt":0.438167634014435,"spread":0.3812822347386861,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001052698,0.0004402748,0.001912254,0.0007334243,0.00003170358,0.000004069572,0.000196154,0.001012858,0.0007591364],"category_scores_gemma":[0.0006580974,0.0003046099,0.0003600636,0.0008048739,0.0003933476,0.00004440162,0.00006105374,0.001118737,0.00009560252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009179558,"about_ca_system_score_gemma":0.0001905554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002874051,"about_ca_topic_score_gemma":0.000007062825,"domain_scores_codex":[0.9969004,0.0005026056,0.001368874,0.0005652744,0.0003271649,0.0003357106],"domain_scores_gemma":[0.9976609,0.0007870932,0.0008365219,0.0003303764,0.0001771503,0.0002080047],"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":[0.00006148799,0.0003436836,0.01471706,0.0003326504,0.002517313,0.00001422081,0.0003601473,0.000002129666,3.15072e-9,0.000122252,0.002417911,0.9791111],"study_design_scores_gemma":[0.05819812,0.01530842,0.2671835,0.07098255,0.05314853,0.001278309,0.003877201,0.0001542399,2.059141e-8,0.004948056,0.5210585,0.003862538],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003558204,0.9880673,0.00003001182,0.00003749732,0.001431164,0.001036455,0.0001196682,0.00003031896,0.005689365],"genre_scores_gemma":[0.001421576,0.9968818,0.000009059137,0.00004984723,0.0004934975,0.0000381498,0.0009437905,0.00005833149,0.0001039266],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9752486,"threshold_uncertainty_score":0.9999406,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2932064430","doi":"10.1016/j.jsmc.2019.01.004","title":"A Meta-Analysis of Mindfulness-Based Therapies for Insomnia and Sleep Disturbance","year":2019,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Sleep and related disorders","field":"Psychology","cited_by":68,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Mindfulness; Insomnia; Medicine; Sleep disorder; Primary Insomnia; Clinical psychology; Randomized controlled trial; Sleep (system call); Meta-analysis; Physical therapy; Psychotherapist; Psychiatry; Psychology; Internal medicine","authors":[{"name":"Joshua A. Rash","is_ca":true},{"name":"Victoria A.J. Kavanagh","is_ca":true},{"name":"Sheila N. Garland","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1713972604769645,"gpt":0.4333963756153969,"spread":0.2619991151384323,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001446745,0.0007781477,0.008773311,0.001005023,0.00007620574,0.00001087316,0.0005927439,0.001079326,0.002584433],"category_scores_gemma":[0.0003398134,0.0004700807,0.004033075,0.001507523,0.0005990115,0.0000342593,0.00005280281,0.0006587903,0.0000423387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002653001,"about_ca_system_score_gemma":0.00008669691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003938697,"about_ca_topic_score_gemma":0.00001898771,"domain_scores_codex":[0.9954091,0.0004959624,0.002182939,0.001055162,0.0003954812,0.0004613822],"domain_scores_gemma":[0.9914488,0.004846612,0.001907004,0.001427315,0.0002180513,0.0001522464],"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":[0.00006513834,0.0002385455,0.00001991242,0.003157947,0.4338139,0.000003842931,0.000358565,0.000009930651,5.312863e-9,0.001055031,0.001231461,0.5600457],"study_design_scores_gemma":[0.001267698,0.0003013141,0.000006011053,0.0002346588,0.5088176,0.000001291153,0.0001493176,0.00009996141,5.325217e-8,0.0001607865,0.4887003,0.0002609889],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001251483,0.9905679,0.003715527,0.0004888432,0.001901615,0.002011265,0.0003904603,0.00004259872,0.0008693013],"genre_scores_gemma":[0.0002931956,0.9947089,0.0001587939,0.0009971614,0.0002293894,0.0009842406,0.000942691,0.0001394738,0.001546184],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5597848,"threshold_uncertainty_score":0.9997751,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2018619138","doi":"10.1016/j.jsmc.2006.06.008","title":"Cognitive-behavioral Therapy of Insomnia","year":2006,"lang":"en","type":"article","venue":"Sleep Medicine Clinics","topic":"Sleep and related disorders","field":"Psychology","cited_by":66,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Insomnia; Medicine; Scopus; Psychiatry; Sleep disorder; Population; Primary Insomnia; Depression (economics); Epidemiology; Cognitive behavioral therapy for insomnia; MEDLINE; Cognitive behavioral therapy; Anxiety; Internal medicine","authors":[{"name":"Charles M. Morin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0510750091125963,"gpt":0.3979121065546665,"spread":0.3468370974420701,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003345963,0.0001724721,0.0003543635,0.0001480616,0.00004612943,0.000002366065,0.0001695771,0.000272836,0.00431268],"category_scores_gemma":[0.00004865162,0.0001290993,0.0001103598,0.0003103365,0.0004587426,0.0000306602,0.00001786046,0.0003201657,0.0002090379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008646323,"about_ca_system_score_gemma":0.00001934866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004676881,"about_ca_topic_score_gemma":0.00002433022,"domain_scores_codex":[0.9984458,0.0001125086,0.000642507,0.0002834595,0.0002368155,0.0002788859],"domain_scores_gemma":[0.9989645,0.0002945554,0.0002424375,0.0002899522,0.0001379145,0.00007063528],"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":[0.001343783,0.0075985,0.2804801,0.00001765373,0.0008524957,0.000131716,0.00559891,0.00001236341,0.0004407973,0.008645287,0.04292512,0.6519533],"study_design_scores_gemma":[0.10549,0.01381281,0.5498651,0.0005016919,0.001790424,0.00007842264,0.02613918,0.0001499204,0.0006664871,0.0134591,0.2864238,0.001623097],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9222209,0.005860742,0.0002433001,0.0006574139,0.002534541,0.0002957313,0.00000982522,0.00007637995,0.06810117],"genre_scores_gemma":[0.9967745,0.000631105,0.00003476725,0.0008909881,0.000437834,0.00001743488,0.00007364998,0.00003238374,0.001107316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6503302,"threshold_uncertainty_score":0.9965975,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2142161807","doi":"10.1016/j.jsmc.2007.10.003","title":"The Menstrual Cycle Effects on Sleep","year":2008,"lang":"en","type":"article","venue":"Sleep Medicine Clinics","topic":"Sleep and related disorders","field":"Psychology","cited_by":66,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University; Kingston General Hospital","funders":"","keywords":"Medicine; Menstrual cycle; Sleep (system call); Internal medicine","authors":[{"name":"Helen S. Driver","is_ca":true},{"name":"Esther Werth","is_ca":false},{"name":"Derk‐Jan Dijk","is_ca":false},{"name":"Alexander A. Borbély","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01821070969018926,"gpt":0.3254439993196691,"spread":0.3072332896294798,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006348882,0.0002590453,0.0003444184,0.00009577905,0.0005342452,0.000006094244,0.0004029413,0.0003138382,0.0007322882],"category_scores_gemma":[0.0006192458,0.0001511048,0.0001407705,0.0003175052,0.0006412274,0.00002897108,0.00004522574,0.0007524893,0.001947404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002815912,"about_ca_system_score_gemma":0.00002086945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003799855,"about_ca_topic_score_gemma":0.000009434925,"domain_scores_codex":[0.9977582,0.000270366,0.0005545503,0.0004354172,0.0004226182,0.0005588111],"domain_scores_gemma":[0.9961752,0.002568932,0.0001850693,0.0007977405,0.00006623932,0.0002068181],"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":[0.0008192434,0.0007870327,0.01174492,0.00002070305,0.001777285,0.0006779424,0.008473525,0.0001114351,0.00002525992,0.01687918,0.2238274,0.7348561],"study_design_scores_gemma":[0.03777583,0.009308551,0.07130786,0.0002551621,0.00124512,0.000440553,0.008479347,0.001795945,0.0001463084,0.009956274,0.8579438,0.001345302],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7677258,0.004650541,0.0001596801,0.01186965,0.01790565,0.0006219515,0.000002856434,0.0002578029,0.1968061],"genre_scores_gemma":[0.9863591,0.001385055,0.00003095852,0.00746131,0.001446935,0.00005408549,0.0000162977,0.000057663,0.00318858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7335108,"threshold_uncertainty_score":0.9988297,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2885539303","doi":"10.1016/j.jsmc.2018.04.003","title":"Impact of Shift Work on the Circadian Timing System and Health in Women","year":2018,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Circadian rhythm and melatonin","field":"Neuroscience","cited_by":58,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"Canadian Institutes of Health Research; Institut de Recherche Robert-Sauvé en Santé et en Sécurité du Travail","keywords":"Shift work; Circadian rhythm; Medicine; Paradigm shift; Sleep (system call); Work (physics); Workforce; Gerontology; Endocrinology; Psychiatry","authors":[{"name":"Laura Kervezee","is_ca":true},{"name":"Ari Shechter","is_ca":false},{"name":"Diane B. Boivin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1411634989014526,"gpt":0.410887126845667,"spread":0.2697236279442143,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003126275,0.0003955964,0.002083037,0.0003704761,0.0001081299,0.00001507768,0.0004199174,0.0002685244,0.00005423901],"category_scores_gemma":[0.001233307,0.0002213534,0.0002405459,0.0009170574,0.0004307693,0.0000343657,0.0000790855,0.0008387015,0.00006763652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005602716,"about_ca_system_score_gemma":0.0005159587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004271232,"about_ca_topic_score_gemma":0.000005291864,"domain_scores_codex":[0.9964774,0.0006284691,0.001348332,0.0006255013,0.00031215,0.0006081374],"domain_scores_gemma":[0.9955707,0.002296354,0.0009813368,0.0007618475,0.00001979173,0.000369931],"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":[0.00002752841,0.00006780509,0.0003061127,0.006984017,0.00005052349,0.00004471277,0.003271433,0.000001327419,6.203132e-8,0.00386593,0.002065138,0.9833154],"study_design_scores_gemma":[0.001279229,0.002446976,0.003472498,0.1378877,0.0001901693,0.0001041402,0.0003877469,0.00003697379,7.399282e-7,0.0001350532,0.8534753,0.0005834204],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004515366,0.9913597,0.000004009663,0.0008436869,0.001029782,0.001215483,0.00003782255,0.00003368557,0.0009604844],"genre_scores_gemma":[0.02347788,0.9746544,0.000003915926,0.001046116,0.00065114,0.00005461087,0.000005400197,0.0000567883,0.00004977207],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.982732,"threshold_uncertainty_score":0.902653,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2886263790","doi":"10.1016/j.jsmc.2018.04.006","title":"The Role of Circadian Rhythms in Postpartum Sleep and Mood","year":2018,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Joseph’s Healthcare Hamilton; McMaster University","funders":"","keywords":"Circadian rhythm; Dark therapy; Medicine; Mood; Postpartum period; Postpartum depression; Randomized controlled trial; Pregnancy; Distress; Light therapy; Depression (economics); Psychiatry; Psychological intervention; Clinical psychology; Internal medicine","authors":[{"name":"Kari Grethe Hjorthaug Gallaher","is_ca":false},{"name":"Anastasiya Slyepchenko","is_ca":true},{"name":"Benício N. Frey","is_ca":true},{"name":"Kristin Hjorthaug Urstad","is_ca":false},{"name":"Signe Karen Dørheim","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03652666539000948,"gpt":0.3658768499645685,"spread":0.3293501845745591,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001591192,0.0004654789,0.002316298,0.0002474578,0.000118682,0.000009042346,0.0002811666,0.0004642494,0.00006877549],"category_scores_gemma":[0.0005625619,0.0002766432,0.0002391848,0.0003286107,0.0006137115,0.00004101047,0.0001416122,0.0009442343,0.00005752506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008952723,"about_ca_system_score_gemma":0.0002118011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000638862,"about_ca_topic_score_gemma":0.00007105425,"domain_scores_codex":[0.9962015,0.0002711625,0.0019944,0.0005190725,0.0004408847,0.0005730236],"domain_scores_gemma":[0.9967479,0.001083187,0.0008440433,0.0008135118,0.0001077053,0.0004036758],"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":[0.0001905804,0.0001169693,0.001924288,0.06441849,0.0001664694,0.00006515462,0.0004136279,2.833363e-8,8.580463e-8,0.0006246269,0.0001250201,0.9319547],"study_design_scores_gemma":[0.001103749,0.001308953,0.0007930745,0.1463336,0.000739073,0.0003169053,0.0001190009,0.00003640253,0.000002358073,0.000439543,0.8486002,0.0002070851],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008035151,0.9921775,7.284855e-7,0.0009009575,0.001677329,0.00150519,0.00002963132,0.00002779477,0.002877374],"genre_scores_gemma":[0.001581592,0.996148,0.00004254723,0.0003771329,0.001092696,0.00009361241,0.00007627367,0.00007094845,0.0005171373],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9317476,"threshold_uncertainty_score":0.9999686,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2025521633","doi":"10.1016/j.jsmc.2012.11.006","title":"Obesity Hypoventilation Syndrome and Anesthesia","year":2012,"lang":"en","type":"article","venue":"Sleep Medicine Clinics","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"National Heart, Lung, and Blood Institute","keywords":"Obesity hypoventilation syndrome; Medicine; Perioperative; Obesity; Intensive care medicine; Hypoventilation; Anesthesia; Internal medicine; Respiratory system","authors":[{"name":"Edmond H. Chau","is_ca":true},{"name":"Babak Mokhlesi","is_ca":false},{"name":"Frances Chung","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03515002837337946,"gpt":0.3416860700602884,"spread":0.306536041686909,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001288861,0.0001868588,0.0004642425,0.0001917076,0.00009758587,0.00000715211,0.0000889914,0.000159226,0.0004753955],"category_scores_gemma":[0.0007266957,0.0001475867,0.00006788757,0.0003030679,0.0003649331,0.0001987388,0.00006319411,0.0004068618,0.0001980794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007785277,"about_ca_system_score_gemma":0.00001846468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001210595,"about_ca_topic_score_gemma":0.000001019324,"domain_scores_codex":[0.9980822,0.00009483442,0.0004405973,0.0002879197,0.0006071196,0.0004872951],"domain_scores_gemma":[0.9984474,0.0002928647,0.0001232098,0.0004149627,0.0001664499,0.0005551621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001367256,0.0003261118,0.9628754,0.0001517157,0.0001071852,0.0001679528,0.0004160694,3.474267e-7,0.000462561,0.0009192754,0.0005052592,0.03393143],"study_design_scores_gemma":[0.002313899,0.0007158982,0.9834722,0.00008747917,0.0002623659,0.002099097,0.000339125,0.0005820842,0.0001127211,0.0002453876,0.009623548,0.0001461499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990495,0.002015482,0.0004257829,0.004713533,0.0003670641,0.0005015266,0.00000163512,0.00007965104,0.001400361],"genre_scores_gemma":[0.9969244,0.0001372485,0.0008539638,0.001026887,0.0006099412,0.00001237995,0.00004059411,0.00003451461,0.0003600571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03378528,"threshold_uncertainty_score":0.6018413,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3113557873","doi":"10.1016/j.jsmc.2020.11.002","title":"Adherence to Cognitive Behavior Therapy for Insomnia","year":2020,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Sleep and related disorders","field":"Psychology","cited_by":41,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Operationalization; Cognition; Intervention (counseling); Insomnia; Psychotherapist; Cognitive therapy; Clinical psychology; Medication adherence; Physical therapy; Psychiatry; Internal medicine; Psychology","authors":[{"name":"Sommer Agnew","is_ca":false},{"name":"Annie Vallières","is_ca":true},{"name":"Ailie Hamilton","is_ca":false},{"name":"Stephanie McCrory","is_ca":false},{"name":"M. Nikolič","is_ca":false},{"name":"Simon D. Kyle","is_ca":false},{"name":"Leanne Fleming","is_ca":false},{"name":"Megan Crawford","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1554004640209945,"gpt":0.4883762619177304,"spread":0.3329757978967359,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005280022,0.0007159217,0.002668884,0.00028597,0.0001056879,0.00001312621,0.0006682043,0.001098095,0.003034827],"category_scores_gemma":[0.0009197121,0.0005051779,0.0007323821,0.0007744963,0.0002416559,0.00002735001,0.00007727742,0.001133304,0.002230725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004573443,"about_ca_system_score_gemma":0.0001683402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002361147,"about_ca_topic_score_gemma":0.000005780801,"domain_scores_codex":[0.9961991,0.0002919669,0.001505908,0.001107937,0.0003111846,0.0005839086],"domain_scores_gemma":[0.9960107,0.00206574,0.0006519295,0.0005779878,0.000219604,0.0004740612],"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":[0.0001554808,0.0003917222,0.00001565865,0.000602386,0.001343897,0.00006790178,0.001313629,2.56906e-8,2.427379e-8,0.0001719052,0.01987685,0.9760605],"study_design_scores_gemma":[0.004484857,0.004646476,0.00001002028,0.004278933,0.005586894,0.00002139372,0.0009291325,0.000001213475,4.010314e-8,0.00006171053,0.9794488,0.0005305195],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001709074,0.9795862,0.0005864382,0.00047886,0.007777096,0.006345077,0.0002138638,0.0001545445,0.004840871],"genre_scores_gemma":[0.00001538045,0.988879,0.0001023461,0.004367848,0.001605179,0.003250042,0.0005899604,0.0001836593,0.001006584],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.97553,"threshold_uncertainty_score":0.99974,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2058775927","doi":"10.1016/j.jsmc.2010.01.002","title":"Sleep States, Memory Processing, and Dreams","year":2010,"lang":"en","type":"article","venue":"Sleep Medicine Clinics","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":39,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Trent University","funders":"","keywords":"Memory consolidation; Consolidation (business); Sleep (system call); Cognitive psychology; Implicit memory; Psychology; Cognitive science; Cognition; Neuroscience; Computer science","authors":[{"name":"Carlyle Smith","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03916961856874468,"gpt":0.3523753130842785,"spread":0.3132056945155338,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00110781,0.0002374066,0.0003611878,0.0001804191,0.0002982021,0.00005901144,0.0004852063,0.0001786346,0.0005519795],"category_scores_gemma":[0.003884441,0.0001760847,0.00004578311,0.0004578134,0.001146974,0.0002148675,0.0001860041,0.001071922,0.000112279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000135293,"about_ca_system_score_gemma":0.0000613712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003581453,"about_ca_topic_score_gemma":0.00004364039,"domain_scores_codex":[0.9973425,0.00012315,0.0005063677,0.0006946249,0.0007638989,0.0005694859],"domain_scores_gemma":[0.9978425,0.0008939379,0.000159024,0.000536783,0.0001357598,0.0004320074],"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":[0.0001045098,0.0002198616,0.004550683,0.0001087874,0.00001107131,0.0001315194,0.001320973,0.000008271618,0.02342883,0.001171001,0.003469755,0.9654747],"study_design_scores_gemma":[0.02113374,0.004153764,0.01724224,0.0004894467,0.0004055255,0.0007698401,0.004550923,0.1582116,0.1665625,0.03336138,0.5902663,0.002852759],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787914,0.000542269,0.0005604047,0.006381827,0.002214883,0.0004554848,0.0000126707,0.0002106127,0.01083048],"genre_scores_gemma":[0.993542,0.0003457914,0.0001597829,0.003881205,0.0008669263,0.00003672428,0.00001066486,0.00004620128,0.001110772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.962622,"threshold_uncertainty_score":0.7180527,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2622384118","doi":"10.1016/j.jsmc.2017.03.014","title":"Sleepiness in Adolescents","year":2017,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Sleep and related disorders","field":"Psychology","cited_by":27,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Sleep deprivation; Public health; Scope (computer science); Psychiatry; Clinical psychology; Nursing","authors":[{"name":"Roah Merdad","is_ca":true},{"name":"Hammam Akil","is_ca":false},{"name":"Siraj Wali","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1460345021594826,"gpt":0.4799824978585517,"spread":0.3339479956990692,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001287786,0.0007682159,0.003496481,0.0007177895,0.0001267092,0.00001864749,0.00147256,0.001847396,0.001703389],"category_scores_gemma":[0.0008484558,0.0005566015,0.0006125225,0.0004589793,0.0004950838,0.00005761533,0.0001746363,0.002279533,0.002845952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009522786,"about_ca_system_score_gemma":0.0001354668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001286922,"about_ca_topic_score_gemma":0.00005500945,"domain_scores_codex":[0.9952108,0.0005054463,0.002067324,0.001040433,0.0003911629,0.0007848722],"domain_scores_gemma":[0.9958916,0.0003133081,0.001359851,0.002091222,0.00007797797,0.0002660671],"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":[0.00002085215,0.0004004852,0.0003491789,0.003919788,0.0006184233,0.0003052184,0.0002656011,2.574656e-7,7.946901e-10,0.0002115268,0.005334388,0.9885743],"study_design_scores_gemma":[0.003171665,0.0001512224,0.0001512474,0.04160612,0.002206219,0.0000421289,0.0001566263,0.000004078407,7.595975e-10,0.0001316389,0.9518681,0.0005109106],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003997087,0.9434441,0.00001982456,0.0002093608,0.01670996,0.001157832,0.00001370488,0.00009215895,0.03834908],"genre_scores_gemma":[0.00005692348,0.9952584,0.000007113977,0.0004895938,0.001472756,0.0001590304,0.0001795658,0.0001557553,0.002220885],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9880634,"threshold_uncertainty_score":0.9996886,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2099431194","doi":"10.1016/j.jsmc.2009.07.011","title":"Management of Hypnotic Discontinuation in Chronic Insomnia","year":2009,"lang":"en","type":"article","venue":"Sleep Medicine Clinics","topic":"Sleep and related disorders","field":"Psychology","cited_by":27,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Hôpital Louis-H Lafontaine; Université du Québec à Montréal; Université Laval","funders":"National Institute of Mental Health","keywords":"Medicine; Discontinuation; Tapering; Hypnotic; Intensive care medicine; Insomnia; Cognition; Physical therapy; Psychiatry","authors":[{"name":"Lynda Bélanger","is_ca":true},{"name":"Geneviève Belleville","is_ca":true},{"name":"Charles M. Morin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01981303585986369,"gpt":0.3510302837782895,"spread":0.3312172479184258,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004733244,0.0001276411,0.0002826853,0.000193377,0.00001944832,0.000001869585,0.0001791845,0.0001491517,0.0008398542],"category_scores_gemma":[0.00003823627,0.0001024999,0.00005664065,0.0004128228,0.0001127387,0.00003889416,0.00001685679,0.0002443781,0.0001092644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005969083,"about_ca_system_score_gemma":0.00001394204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002835994,"about_ca_topic_score_gemma":0.00001902798,"domain_scores_codex":[0.9985587,0.00007685262,0.0006617254,0.0002591848,0.000194872,0.0002486698],"domain_scores_gemma":[0.9992726,0.00009401855,0.0001884162,0.0003615294,0.00002901805,0.00005440798],"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":[0.0001630098,0.0009824593,0.006037197,0.00003647024,0.0003490812,0.0001112793,0.002937275,0.0003240638,0.00004099047,0.023177,0.002350459,0.9634907],"study_design_scores_gemma":[0.04018054,0.006130389,0.8916921,0.001414559,0.001257834,0.00001224969,0.01263068,0.003198272,0.00003577768,0.01887725,0.02384068,0.0007296475],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8707368,0.006553957,0.0007523759,0.004718102,0.002232493,0.0006092197,0.000001422342,0.00005946414,0.1143361],"genre_scores_gemma":[0.9974462,0.0009151031,0.00009265853,0.0005294841,0.0001448489,0.000009868038,0.00002231504,0.00001149682,0.0008280713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.962761,"threshold_uncertainty_score":0.9195814,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2160723647","doi":"10.1016/j.jsmc.2007.10.008","title":"Circadian Rhythms and Shift Working Women","year":2008,"lang":"en","type":"article","venue":"Sleep Medicine Clinics","topic":"Circadian rhythm and melatonin","field":"Neuroscience","cited_by":26,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Douglas Mental Health University Institute; McGill University","funders":"","keywords":"Circadian rhythm; Shift work; Medicine; Psychosocial; Mood; Menstrual cycle; Workforce; Gerontology; Psychiatry; Internal medicine; Hormone","authors":[{"name":"Ari Shechter","is_ca":true},{"name":"Francine O. James","is_ca":true},{"name":"Diane B. Boivin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05388486231599428,"gpt":0.2900617699374385,"spread":0.2361769076214443,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004538425,0.0001909763,0.0003535596,0.0001486711,0.0002814065,0.000012372,0.0001655947,0.0001305925,0.0002297191],"category_scores_gemma":[0.001241526,0.0001667835,0.00004469658,0.0003647005,0.0006429383,0.0001024895,0.00006765213,0.0004013729,0.0001444155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005188296,"about_ca_system_score_gemma":0.00005823239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006815045,"about_ca_topic_score_gemma":0.000003245029,"domain_scores_codex":[0.9980735,0.0000865012,0.0004334532,0.0005261964,0.0003240269,0.0005563479],"domain_scores_gemma":[0.9983255,0.0006554131,0.0001349161,0.0003749947,0.00001673889,0.0004924089],"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":[0.000390141,0.0004880097,0.343191,0.0002211715,0.00009110857,0.007330793,0.119641,0.0000516133,0.007874348,0.1082463,0.01077503,0.4016995],"study_design_scores_gemma":[0.006985906,0.001038348,0.2342627,0.0003511745,0.00005889002,0.002226667,0.001324798,0.001121599,0.003886826,0.005212153,0.7424883,0.001042641],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837604,0.001282456,0.0001090466,0.003102115,0.0014258,0.0002002663,0.000002871618,0.0001208115,0.009996258],"genre_scores_gemma":[0.9885423,0.001773279,0.00005836536,0.007546453,0.001000414,0.00001889997,0.000001771249,0.00003184963,0.001026729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7317133,"threshold_uncertainty_score":0.6801233,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2116970897","doi":"10.1016/j.jsmc.2010.01.006","title":"Disturbed Dreaming and Emotion Dysregulation","year":2010,"lang":"en","type":"article","venue":"Sleep Medicine Clinics","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":26,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal; Hôpital du Sacré-Cœur de Montréal","funders":"","keywords":"Habituation; Dream; Neuroscience; Medicine; Desensitization (medicine); Cognitive psychology; Psychology","authors":[{"name":"Ross Levin","is_ca":false},{"name":"Gary Fireman","is_ca":false},{"name":"Toré Nielsen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04132616726994592,"gpt":0.3501234409813908,"spread":0.3087972737114449,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000651746,0.0001104536,0.0001681663,0.0001134036,0.0001847933,0.00002562978,0.000158857,0.0001064059,0.0001770894],"category_scores_gemma":[0.004115818,0.00008498564,0.00002631472,0.0002621477,0.0004013846,0.0001433871,0.00007141463,0.0004376278,0.00003579426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009963938,"about_ca_system_score_gemma":0.00001520102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001192383,"about_ca_topic_score_gemma":0.00001557853,"domain_scores_codex":[0.998612,0.00008799836,0.0002860815,0.0003634092,0.0004126481,0.0002378709],"domain_scores_gemma":[0.9986615,0.0007389109,0.00008809616,0.0002967973,0.00005791076,0.0001568248],"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":[0.00007803604,0.0001314563,0.02374438,0.00004506017,0.000008231617,0.00002836433,0.001035063,0.000007284276,0.2192305,0.01272049,0.0007235804,0.7422476],"study_design_scores_gemma":[0.01270015,0.001886918,0.579237,0.0003125155,0.0002156142,0.0002609245,0.001578943,0.1169626,0.1629966,0.04148945,0.08100136,0.001357785],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910176,0.00003406629,0.001116509,0.003264022,0.001539869,0.000200193,0.000002501733,0.00007382283,0.002751446],"genre_scores_gemma":[0.9981229,0.00005916301,0.00009685208,0.0006743365,0.0006633533,0.000008809969,0.000007727843,0.00001577545,0.0003511315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7408898,"threshold_uncertainty_score":0.4927315,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2124443898","doi":"10.1016/j.jsmc.2010.01.003","title":"Frequency and Content of Dreams Associated with Trauma","year":2010,"lang":"en","type":"article","venue":"Sleep Medicine Clinics","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":25,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Dream; Nightmare; Medicine; Content (measure theory); Clinical psychology; Psychiatry; Psychotherapist; Psychology","authors":[{"name":"Mylène Duval","is_ca":true},{"name":"Antonio Zadra","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09601766040761067,"gpt":0.3408692982700069,"spread":0.2448516378623962,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007573071,0.0001341629,0.0003369765,0.0001032912,0.00008437716,0.000009323046,0.0002526804,0.0001191461,0.000190162],"category_scores_gemma":[0.006705107,0.00008637446,0.00003362784,0.0003296311,0.001005062,0.00008222648,0.00004479857,0.000550111,0.000006866846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009531858,"about_ca_system_score_gemma":0.00003821446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005837857,"about_ca_topic_score_gemma":0.0001071602,"domain_scores_codex":[0.9983084,0.0001069612,0.0003973207,0.0003370971,0.0005632687,0.000286977],"domain_scores_gemma":[0.9977834,0.001350632,0.0001830271,0.0003240686,0.000166654,0.0001922713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002443315,0.0008550212,0.2741384,0.00007356651,0.00009402791,0.0001241701,0.001648848,0.000002015638,0.4594229,0.0142714,0.0005057016,0.2486196],"study_design_scores_gemma":[0.02624816,0.008955436,0.5348343,0.0008277583,0.0004062607,0.0001662799,0.002678035,0.003464303,0.4092447,0.009774366,0.002248979,0.001151438],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941106,0.00006612157,0.00007224624,0.001412275,0.0004910633,0.0002399435,0.00001329818,0.00003904928,0.003555332],"genre_scores_gemma":[0.9988639,0.00006255818,0.00005903114,0.000609927,0.0001183129,0.00001291995,0.000004841859,0.00001842843,0.000250086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2606959,"threshold_uncertainty_score":0.8027124,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2898161740","doi":"10.1016/j.jsmc.2018.07.002","title":"Transcranial Magnetic Stimulation","year":2018,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Sleep & Circadian Network; Hôpital du Sacré-Cœur de Montréal","funders":"","keywords":"Transcranial magnetic stimulation; Medicine; Obstructive sleep apnea; Physical medicine and rehabilitation; Sleep (system call); Airway; Sleep Bruxism; Stimulation; Physical therapy; Neuroscience; Electromyography; Anesthesia; Internal medicine","authors":[{"name":"Herrero Babiloni A","is_ca":true},{"name":"Louis De Beaumont","is_ca":true},{"name":"Gilles Lavigne","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1017403189667841,"gpt":0.4418850290918855,"spread":0.3401447101251014,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001477509,0.000792762,0.003739362,0.0007645359,0.0001239264,0.00001850283,0.0004827717,0.0009575604,0.004549246],"category_scores_gemma":[0.001789827,0.00056559,0.0008900222,0.001087588,0.001021033,0.00007212441,0.0001085321,0.001654557,0.002050024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003159401,"about_ca_system_score_gemma":0.0003084663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001023701,"about_ca_topic_score_gemma":0.000004494087,"domain_scores_codex":[0.994263,0.0004146231,0.002053517,0.001088294,0.001421102,0.0007594592],"domain_scores_gemma":[0.9958711,0.001080557,0.0005094553,0.001320404,0.0005809646,0.0006375554],"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":[0.0001062018,0.0001637136,0.00004145103,0.01429047,0.000323117,0.0001333962,0.0001009005,1.239923e-7,7.252659e-7,0.00005551656,0.002032405,0.982752],"study_design_scores_gemma":[0.003377152,0.003635509,0.00009179085,0.01221502,0.006808121,0.0002342273,0.00003211526,0.0003472408,2.195778e-7,0.00009075001,0.9727539,0.0004138973],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000293893,0.9889761,0.0004781443,0.0004299382,0.00249028,0.002951231,0.00005820186,0.0001636854,0.004422999],"genre_scores_gemma":[0.00003626686,0.9896426,0.0007551253,0.00031002,0.006838084,0.0001044746,0.0008389917,0.0002224597,0.001251969],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9823381,"threshold_uncertainty_score":0.9996796,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2620305981","doi":"10.1016/j.jsmc.2017.03.015","title":"Sleepiness in the Elderly","year":2017,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Sleep and related disorders","field":"Psychology","cited_by":25,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University Health Network; Toronto Metropolitan University","funders":"","keywords":"Medicine; Excessive daytime sleepiness; Dementia; Mood; Adverse effect; Cognition; Sleep deprivation; Psychiatry; Sleep disorder; Intensive care medicine; Disease; Internal medicine","authors":[{"name":"Dóra Zalai","is_ca":true},{"name":"Arina Bingeliene","is_ca":true},{"name":"Colin M. Shapiro","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1649263750039193,"gpt":0.4840176421842777,"spread":0.3190912671803584,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.002666716,0.0006511013,0.002553208,0.0004212326,0.0002054528,0.0000325132,0.002343938,0.001418123,0.002014243],"category_scores_gemma":[0.0009941333,0.0003443754,0.0006168869,0.0005066393,0.0005944778,0.00004967003,0.00009627674,0.002491448,0.00177603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000414641,"about_ca_system_score_gemma":0.0001189835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001283117,"about_ca_topic_score_gemma":0.00005985003,"domain_scores_codex":[0.9954275,0.0009468478,0.001721067,0.0007974982,0.0004486361,0.0006584876],"domain_scores_gemma":[0.9942126,0.001890621,0.00115544,0.002549563,0.00006624134,0.0001254957],"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":[0.000009822452,0.0002262099,0.00001689054,0.001041564,0.0006337696,0.0002608387,0.001032476,1.695766e-7,3.725622e-10,0.001218198,0.02223645,0.9733236],"study_design_scores_gemma":[0.001802472,0.0004397564,0.00002645606,0.006082941,0.002825859,0.000103814,0.0008563995,0.000001998734,3.039751e-10,0.0004270241,0.9870632,0.0003701032],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003761145,0.8832945,0.00002051834,0.001310924,0.009881452,0.001212988,0.00001158246,0.00005482802,0.1042094],"genre_scores_gemma":[0.00001748629,0.9944391,0.000007628395,0.0009680322,0.001734491,0.000287699,0.0002067836,0.00009810615,0.002240646],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9729535,"threshold_uncertainty_score":0.9999008,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2932563673","doi":"10.1016/j.jsmc.2019.01.006","title":"Cognitive Behavioral Therapies for Insomnia and Hypnotic Medications","year":2019,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Sleep and related disorders","field":"Psychology","cited_by":22,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut Universitaire en Santé Mentale de Québec; Université Laval","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Insomnia; Cognition; Hypnotic; Intensive care medicine; Cognitive behavioral therapy; Cognitive behavioral therapy for insomnia; Psychotherapist; Psychiatry; Psychology","authors":[{"name":"Janet M. Y. Cheung","is_ca":true},{"name":"Xiaowen Ji","is_ca":true},{"name":"Charles M. Morin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1573331145764148,"gpt":0.4894376219976869,"spread":0.3321045074212721,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006601412,0.0005059429,0.001934663,0.0003408927,0.0001270027,0.00001147578,0.000322871,0.001057306,0.001259182],"category_scores_gemma":[0.0003339096,0.0003484517,0.000369718,0.0003184723,0.0006773608,0.00003772549,0.00005718082,0.0008729175,0.0003940894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002895133,"about_ca_system_score_gemma":0.0001409294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002070509,"about_ca_topic_score_gemma":0.000007445095,"domain_scores_codex":[0.9972203,0.0002548199,0.001134125,0.0007264332,0.0002404743,0.000423829],"domain_scores_gemma":[0.9953849,0.003056665,0.0006735222,0.0005343324,0.0001574946,0.0001930679],"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":[0.00002331425,0.0003224806,0.00004206309,0.00161617,0.002063781,0.00000638299,0.001856085,1.899185e-8,6.023279e-9,0.000812695,0.004917792,0.9883392],"study_design_scores_gemma":[0.003617136,0.0009381465,0.0000293178,0.005185033,0.02002597,0.00003269219,0.002832127,0.000004714375,3.554212e-9,0.0003359895,0.9666243,0.0003745734],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004746049,0.987485,0.0002767449,0.0005259137,0.00540039,0.002715448,0.0001435711,0.00008368592,0.003321775],"genre_scores_gemma":[0.00006633006,0.9950124,0.0000628629,0.0007197038,0.0006840226,0.0005815241,0.0009446588,0.000116735,0.001811753],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9879646,"threshold_uncertainty_score":0.9998968,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2045285113","doi":"10.1016/j.jsmc.2012.11.004","title":"A Screening Tool of Obstructive Sleep Apnea","year":2012,"lang":"en","type":"article","venue":"Sleep Medicine Clinics","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Obstructive sleep apnea; Sleep apnea; Sleep (system call); Physical therapy; Internal medicine; Cardiology","authors":[{"name":"Yiliang Yang","is_ca":true},{"name":"Frances Chung","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05361028444415668,"gpt":0.3619198800956979,"spread":0.3083095956515413,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001835366,0.0003744023,0.001090799,0.000443492,0.0001101495,0.000006354594,0.0003177831,0.0002840633,0.001222146],"category_scores_gemma":[0.003535222,0.000299502,0.0002747436,0.0008601359,0.000944132,0.000293484,0.0002367293,0.0009181435,0.0001355773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001202893,"about_ca_system_score_gemma":0.00004219659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002875546,"about_ca_topic_score_gemma":0.000001442179,"domain_scores_codex":[0.9957787,0.000188865,0.001216724,0.0004849476,0.001350112,0.0009806216],"domain_scores_gemma":[0.9963925,0.0009399867,0.0004388935,0.0009589376,0.0006270268,0.0006426562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001039353,0.0005938107,0.5556822,0.0003672154,0.000850238,0.0000494283,0.002317583,0.00001053578,0.004780562,0.002334591,0.0006695641,0.4313048],"study_design_scores_gemma":[0.01885207,0.003664969,0.920242,0.0006248207,0.001919757,0.0004767337,0.009283728,0.00956597,0.007859984,0.0007804163,0.02575625,0.0009733432],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9597322,0.002798318,0.01891744,0.002362871,0.002196005,0.00133314,0.00004136238,0.0001632733,0.01245544],"genre_scores_gemma":[0.9861911,0.00005257437,0.01035487,0.0008403092,0.002080611,0.00003775586,0.00007728514,0.00008570715,0.0002798142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4303315,"threshold_uncertainty_score":0.9999457,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3092051825","doi":"10.1016/j.jsmc.2020.08.012","title":"Noninvasive Ventilation Downloads and Monitoring","year":2020,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Montreal Children's Hospital; McGill University Health Centre","funders":"","keywords":"Medicine; Hypoventilation; Noninvasive ventilation; Intensive care medicine; Obstructive sleep apnea; Ventilation (architecture); Pulmonary disease; Apnea–hypopnea index; Tidal volume; Apnea; Polysomnography; Anesthesia; Mechanical ventilation; Respiratory system; Internal medicine","authors":[{"name":"Philip J. Choi","is_ca":false},{"name":"Veronique Adam","is_ca":true},{"name":"David Zielinski","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1079045152496768,"gpt":0.4130322920677673,"spread":0.3051277768180905,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005487656,0.0005070691,0.002869231,0.0002494622,0.00007828598,0.00001418462,0.0001461815,0.0005275248,0.0001774],"category_scores_gemma":[0.0006295985,0.0003674895,0.0003870891,0.0003585812,0.0001286495,0.0000620777,0.00010518,0.0009122455,0.0001683394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008937891,"about_ca_system_score_gemma":0.0003480173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001849997,"about_ca_topic_score_gemma":2.912304e-7,"domain_scores_codex":[0.997193,0.00008644605,0.001275363,0.0006477584,0.0004821193,0.0003152915],"domain_scores_gemma":[0.99793,0.000283837,0.0006349775,0.0004769452,0.0001277743,0.0005464682],"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":[0.00002462509,0.00002642567,0.0001488987,0.009721598,0.00023602,0.0006198401,0.0001300276,2.141574e-8,0.000002611864,0.00003285973,0.000733416,0.9883236],"study_design_scores_gemma":[0.001003864,0.0009561548,0.00002315359,0.02347656,0.004189178,0.0003130799,0.0001256036,0.000006305162,0.000008353372,0.00003544633,0.9696063,0.0002560503],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003612617,0.9950591,0.0001685902,0.0003086526,0.002389523,0.001098005,0.00001074575,0.0001043824,0.0008249105],"genre_scores_gemma":[0.00003235778,0.9944128,0.0004255369,0.0004209045,0.003902096,0.00006020966,0.000175705,0.00008759748,0.0004827549],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9880676,"threshold_uncertainty_score":0.9998777,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2614026436","doi":"10.1016/j.jsmc.2017.03.007","title":"Subjective and Objective Assessment of Hypersomnolence","year":2017,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Sleep and related disorders","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre; Health Sciences Centre","funders":"","keywords":"Medicine; Wakefulness; Gold standard (test); Multiple Sleep Latency Test; Context (archaeology); Sleep (system call); Test (biology); Psychiatry; Sleep disorder; Excessive daytime sleepiness; Insomnia; Computer science; Electroencephalography","authors":[{"name":"Brian J. Murray","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1092396096451547,"gpt":0.48913995199282,"spread":0.3799003423476653,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001029905,0.000519553,0.002790004,0.0003446862,0.0001436158,0.000009226527,0.0005590992,0.0009626469,0.0005527209],"category_scores_gemma":[0.0005923708,0.0003608826,0.0003840284,0.000220611,0.001126926,0.00004995843,0.0001398605,0.001292451,0.00005398571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000665136,"about_ca_system_score_gemma":0.000241706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001153452,"about_ca_topic_score_gemma":0.000009642922,"domain_scores_codex":[0.996908,0.0004276864,0.001162664,0.0007978047,0.0003304016,0.0003734331],"domain_scores_gemma":[0.9954394,0.001427251,0.001678661,0.001117319,0.0001675563,0.0001698861],"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":[0.0000128569,0.0001841053,0.0003686392,0.001778605,0.002390418,0.00003962516,0.0009430934,1.142051e-7,1.766647e-8,0.001330211,0.000452503,0.9924998],"study_design_scores_gemma":[0.002292086,0.0009862452,0.0009904846,0.01161156,0.007218508,0.00007613994,0.002227503,0.00001059829,2.268808e-8,0.0004208009,0.9737054,0.0004606135],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003416104,0.9080249,0.00007758482,0.00007468497,0.004015694,0.0009124349,0.00003549946,0.00003638765,0.08678865],"genre_scores_gemma":[0.0003080145,0.998021,0.00007674394,0.00009611195,0.0003952155,0.00009406563,0.00005532197,0.00006918571,0.0008843638],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9920392,"threshold_uncertainty_score":0.9998843,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2584557471","doi":"10.1016/j.jsmc.2016.10.003","title":"The Benefits of Perioperative Screening for Sleep Apnea in Surgical Patients","year":2017,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University; University Health Network; University of Toronto; Toronto Western Hospital","funders":"","keywords":"Medicine; Perioperative; Obstructive sleep apnea; Sleep apnea; Intensive care medicine; Disease; Population; Internal medicine; Surgery; Environmental health","authors":[{"name":"Yamini Subramani","is_ca":true},{"name":"Jean Wong","is_ca":true},{"name":"Mahesh Nagappa","is_ca":true},{"name":"Frances Chung","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1676245396081989,"gpt":0.4610397067064197,"spread":0.2934151670982208,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003422379,0.0007329914,0.004479707,0.0004935784,0.000416365,0.00003614038,0.001066822,0.0007109793,0.00007193699],"category_scores_gemma":[0.009898786,0.000420437,0.0009325203,0.0004714459,0.001367622,0.0001052419,0.0004055738,0.001712038,0.00002539365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002211666,"about_ca_system_score_gemma":0.0002229295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000266598,"about_ca_topic_score_gemma":0.00003942336,"domain_scores_codex":[0.9937294,0.0004663358,0.002679911,0.0009355294,0.001286428,0.0009024339],"domain_scores_gemma":[0.9901007,0.005077762,0.001539172,0.00163944,0.00125479,0.0003881617],"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":[0.0003741467,0.0002183566,0.001433475,0.005648682,0.0005423249,0.00003040805,0.000192114,0.000001806941,3.228698e-8,0.0004449454,0.00007448412,0.9910392],"study_design_scores_gemma":[0.007784012,0.001977468,0.0008126831,0.01245039,0.001448204,0.0000306664,0.0002084527,0.0006134594,6.153469e-7,0.00001466154,0.9743147,0.0003447038],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002139626,0.9900364,0.00009816416,0.0004993851,0.001314588,0.005432099,0.0002407453,0.00002532704,0.00213929],"genre_scores_gemma":[0.000375642,0.9957485,0.0004154745,0.00005426587,0.001371406,0.0005290683,0.0007703841,0.0001603494,0.0005749351],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9906945,"threshold_uncertainty_score":0.9998248,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2022197708","doi":"10.1016/j.jsmc.2012.11.005","title":"Perioperative Clinical Pathways to Manage Sleep-Disordered Breathing","year":2013,"lang":"en","type":"article","venue":"Sleep Medicine Clinics","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Perioperative; Obstructive sleep apnea; Intensive care medicine; Sleep disordered breathing; Sleep apnea; Continuous positive airway pressure; Breathing; Anesthesia","authors":[{"name":"Edwin Seet","is_ca":false},{"name":"Tee Lik Han","is_ca":false},{"name":"Frances Chung","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05847731206261463,"gpt":0.382959625145171,"spread":0.3244823130825564,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002344449,0.0005485248,0.001465219,0.000479967,0.0002720074,0.00006409318,0.0005745997,0.0004105241,0.004297562],"category_scores_gemma":[0.006269987,0.0004195911,0.0003619238,0.0009449065,0.000759257,0.0002967604,0.0004759746,0.001624095,0.004405581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002062249,"about_ca_system_score_gemma":0.00007982869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001733732,"about_ca_topic_score_gemma":0.00002226923,"domain_scores_codex":[0.9940081,0.0004561009,0.001883431,0.00124422,0.001330513,0.001077611],"domain_scores_gemma":[0.9944872,0.001195177,0.0002657166,0.00143758,0.00109469,0.00151961],"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":[0.0007417117,0.001278251,0.1096653,0.0003031448,0.0009819025,0.0006911018,0.009048166,0.00003008752,0.002794524,0.001861652,0.01016926,0.8624349],"study_design_scores_gemma":[0.04008394,0.01936015,0.685527,0.001236227,0.001440835,0.000507429,0.03108157,0.04654819,0.0005441575,0.002402939,0.1688863,0.002381213],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9291291,0.0006709122,0.005650149,0.03257028,0.002325971,0.003956348,0.00002549102,0.0003497275,0.02532198],"genre_scores_gemma":[0.9739794,0.0002233924,0.008156661,0.01266205,0.002410383,0.0002921589,0.0001219676,0.0001591621,0.001994824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8600537,"threshold_uncertainty_score":0.9998256,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2397577806","doi":"10.1016/j.jsmc.2016.01.004","title":"Novel Therapies for the Treatment of Central Sleep Apnea","year":2016,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Neuroscience of respiration and sleep","field":"Neuroscience","cited_by":11,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Central sleep apnea; Medicine; Heart failure; Sleep apnea; Intensive care medicine; Apnea; Anesthesia; Cardiology; Polysomnography","authors":[{"name":"Shahrokh Javaheri","is_ca":false},{"name":"Robin Germany","is_ca":false},{"name":"John J. Greer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1587806620218671,"gpt":0.409002909145337,"spread":0.2502222471234699,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005136395,0.0005447319,0.001691464,0.0001912778,0.0002733851,0.0000303584,0.001018582,0.0002232617,0.0001371275],"category_scores_gemma":[0.001928955,0.0002324639,0.0008481249,0.0004401595,0.001068341,0.00008947265,0.0000477401,0.0001914032,0.0000353905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008432296,"about_ca_system_score_gemma":0.0001576878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003003065,"about_ca_topic_score_gemma":0.000002935827,"domain_scores_codex":[0.9964733,0.0001984626,0.001329372,0.0008108366,0.0006007655,0.000587252],"domain_scores_gemma":[0.9910415,0.006652699,0.0010514,0.0009742067,0.00009075978,0.0001893885],"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":[0.0000224619,0.0002623682,0.000001376102,0.0005305847,0.00004345883,0.000003046654,0.0002015992,0.00000122733,0.0001550666,0.001602015,0.0003177438,0.9968591],"study_design_scores_gemma":[0.001379203,0.001780313,0.000001886075,0.00100195,0.0005129348,0.00001872623,0.00003782972,0.0002716369,0.0001240975,0.00008525434,0.9945529,0.0002332285],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006928746,0.9818661,0.007800783,0.001900511,0.005339594,0.002468006,0.0002206279,0.0000610365,0.0003363759],"genre_scores_gemma":[0.00004626469,0.9954772,0.00008815669,0.001471135,0.001277932,0.0002718681,0.000009573127,0.00006487525,0.001293018],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9966258,"threshold_uncertainty_score":0.9479605,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4294925023","doi":"10.1016/j.jsmc.2022.06.002","title":"A Meta-Analysis of Mindfulness-Based Therapies for Insomnia and Sleep Disturbance Moving Toward Processes of Change","year":2022,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Sleep and related disorders","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"Beatrice Hunter Cancer Research Institute","keywords":"Insomnia; Mindfulness; Medicine; Sleep disorder; Sleep (system call); Meta-analysis; Clinical psychology; Psychiatry; Internal medicine","authors":[{"name":"Joshua A. Rash","is_ca":true},{"name":"Victoria A.J. Kavanagh","is_ca":true},{"name":"Sheila N. Garland","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3148041383734379,"gpt":0.4374536709975588,"spread":0.1226495326241209,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001494652,0.0006340368,0.006873325,0.001069157,0.00009281755,0.0000062484,0.0006081415,0.0005447161,0.003517478],"category_scores_gemma":[0.0008728116,0.0004158969,0.002208033,0.002487757,0.0005310539,0.00004742922,0.00009184078,0.0005544564,0.000001775905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002868292,"about_ca_system_score_gemma":0.0001221411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008998867,"about_ca_topic_score_gemma":0.00003409882,"domain_scores_codex":[0.995695,0.0004609788,0.002111144,0.00086103,0.0004931001,0.0003787512],"domain_scores_gemma":[0.9913971,0.004883178,0.002496459,0.0008544673,0.0002567566,0.00011208],"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":[0.00009746056,0.0004341156,0.00004239896,0.01689091,0.3085316,0.000005988651,0.003955539,0.000006506253,9.8341e-9,0.0003148324,0.0001971867,0.6695234],"study_design_scores_gemma":[0.001057841,0.0004569493,0.000007414196,0.0004028477,0.5295019,0.000001612467,0.001242023,0.00005648124,3.220345e-7,0.0001532993,0.4668435,0.0002757878],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004086234,0.9940596,0.001768132,0.0004306662,0.0008684736,0.001989876,0.0005471663,0.00003516015,0.0002600218],"genre_scores_gemma":[0.001488259,0.9933487,0.00011625,0.0005375749,0.0001751012,0.003317965,0.0007451326,0.0001080408,0.0001629903],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6692476,"threshold_uncertainty_score":0.9998293,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4206778146","doi":"10.1016/j.jsmc.2020.02.005","title":"Subjective and Objective Assessment of Hypersomnolence","year":2020,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Sleep and related disorders","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; University of Toronto","funders":"","keywords":"Medicine; Wakefulness; Multiple Sleep Latency Test; Gold standard (test); Context (archaeology); Sleep (system call); Test (biology); Variety (cybernetics); Psychiatry; Sleep disorder; Excessive daytime sleepiness; Insomnia; Computer science; Artificial intelligence; Electroencephalography","authors":[{"name":"Brian J. Murray","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05128762217897786,"gpt":0.4337334490368123,"spread":0.3824458268578344,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005674885,0.0005166094,0.002741052,0.0002726918,0.00005929752,0.000004651624,0.0003574909,0.0007911579,0.0006871998],"category_scores_gemma":[0.0004231654,0.0003668244,0.0003622715,0.0006548003,0.0006737762,0.00003251515,0.0001216649,0.001410218,0.00007048977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007144432,"about_ca_system_score_gemma":0.0002372025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005296433,"about_ca_topic_score_gemma":0.000003546579,"domain_scores_codex":[0.9967782,0.0004992998,0.001222659,0.0008308969,0.0003374054,0.0003315651],"domain_scores_gemma":[0.9965277,0.001622104,0.0009769828,0.0005290421,0.0001271794,0.0002170208],"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":[0.00001737494,0.0001632493,0.0001935098,0.001976657,0.00261047,0.00006461079,0.001715442,1.935182e-7,3.940043e-8,0.001702174,0.0005911661,0.9909651],"study_design_scores_gemma":[0.002019378,0.001321799,0.0002837787,0.006592903,0.007045988,0.00006825375,0.004223259,0.00002405273,3.365637e-8,0.0002929093,0.9777052,0.000422387],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002119709,0.9544582,0.0001829239,0.0002033515,0.002757336,0.0009726508,0.00003993412,0.00005651174,0.04130786],"genre_scores_gemma":[0.0002221353,0.9985601,0.0001180636,0.0002848311,0.0003995289,0.00008423918,0.00006109465,0.0000746539,0.0001954017],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9905427,"threshold_uncertainty_score":0.9998783,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3112780292","doi":"10.1016/j.jsmc.2020.10.005","title":"Alternative Care Pathways for Obstructive Sleep Apnea and the Impact on Positive Airway Pressure Adherence","year":2020,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Obstructive sleep apnea; Intensive care medicine; Polysomnography; Continuous positive airway pressure; Positive airway pressure; Ambulatory; Primary care; Sleep apnea; Sleep (system call); Apnea; Internal medicine; Family medicine","authors":[{"name":"Martha E. Billings","is_ca":false},{"name":"Sachin R. Pendharkar","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05990748089486321,"gpt":0.4043589422306353,"spread":0.3444514613357721,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001174037,0.001462488,0.005745013,0.0003827237,0.0003540539,0.00005810518,0.0009149062,0.0007823636,0.0002057881],"category_scores_gemma":[0.00570338,0.0007546265,0.001543625,0.0007170485,0.002272712,0.0001012096,0.000464573,0.0031389,0.00009287889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005194047,"about_ca_system_score_gemma":0.0003965203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000740883,"about_ca_topic_score_gemma":0.000004644308,"domain_scores_codex":[0.9930528,0.001052689,0.001709582,0.001819854,0.001384336,0.0009807226],"domain_scores_gemma":[0.9868692,0.00829491,0.001328833,0.001271265,0.00137079,0.0008649858],"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":[0.002744757,0.0001075126,0.00003097315,0.009702565,0.004679625,0.0001627577,0.00421397,0.000006868006,5.443507e-7,0.00137245,0.000454976,0.976523],"study_design_scores_gemma":[0.03854771,0.02699278,0.0002761281,0.03123291,0.03058117,0.0005885428,0.008393681,0.008469443,0.00002380193,0.002885696,0.8498282,0.002179985],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005642407,0.9794049,0.0006137242,0.0009126362,0.001364766,0.01171586,0.002548208,0.0001024637,0.003280994],"genre_scores_gemma":[0.005534124,0.9867648,0.0003203965,0.0005983721,0.003815422,0.001190447,0.001299779,0.0003105236,0.0001661368],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.974343,"threshold_uncertainty_score":0.9998125,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2116643549","doi":"10.1016/j.jsmc.2011.04.004","title":"The Genetics of Sleep: Insight from Rodent Models","year":2011,"lang":"en","type":"article","venue":"Sleep Medicine Clinics","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":8,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Sleep & Circadian Network","funders":"National Heart, Lung, and Blood Institute; National Institute on Aging","keywords":"Sleep (system call); Neurotransmitter systems; Circadian rhythm; Neuroscience; Medicine; Gene; Genetics; Biology; Dopamine","authors":[{"name":"Keith C. Summa","is_ca":true},{"name":"Fred W. Turek","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1773287788072503,"gpt":0.3499276001003611,"spread":0.1725988212931108,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007456979,0.0001956767,0.000353837,0.00009658268,0.0002215807,0.00001429943,0.001082049,0.0001315745,0.000282518],"category_scores_gemma":[0.001691722,0.0001178506,0.0001034711,0.0003975376,0.0008988936,0.0001047387,0.0002787252,0.0004340017,0.00007380956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002315769,"about_ca_system_score_gemma":0.00005516471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001537712,"about_ca_topic_score_gemma":0.00004636378,"domain_scores_codex":[0.9970491,0.0002883028,0.0007779766,0.0004801895,0.0009627758,0.000441676],"domain_scores_gemma":[0.996512,0.001838983,0.0002527663,0.00100095,0.0001788168,0.0002164791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001335523,0.001518791,0.01733712,0.00008138152,0.0002663252,0.0002357228,0.02217988,0.0009285437,0.03198176,0.05573149,0.005416383,0.8629871],"study_design_scores_gemma":[0.007571822,0.002727593,0.01203748,0.0002697992,0.0003934015,0.00001949191,0.002540649,0.1851502,0.5271025,0.2009976,0.06019381,0.0009956872],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9452497,0.005230329,0.008032426,0.001942583,0.003815623,0.0007436937,0.00004730644,0.0001038146,0.03483451],"genre_scores_gemma":[0.9948443,0.003249336,0.0001940368,0.001014341,0.0003726439,0.00002588724,0.00000437622,0.00003305983,0.0002619922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8619914,"threshold_uncertainty_score":0.4805808,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399084581","doi":"10.1016/j.jsmc.2024.04.003","title":"Chronic Obstructive Pulmonary Disease and Obstructive Sleep Apnea Overlap Syndrome","year":2024,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Obstructive sleep apnea; Pulmonary disease; Overlap syndrome; Cardiology; Sleep apnea; Sleep (system call); Internal medicine; Continuous positive airway pressure; Intensive care medicine; Disease","authors":[{"name":"B. Nguyen","is_ca":false},{"name":"Patrick B. Murphy","is_ca":true},{"name":"Brendon J. Yee","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0442823953765444,"gpt":0.3766796235393963,"spread":0.3323972281628519,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0012482,0.002204549,0.006762087,0.001731769,0.0003095802,0.00009687815,0.0009101306,0.00130474,0.0007769382],"category_scores_gemma":[0.002413565,0.001617478,0.001550919,0.002192998,0.002895463,0.0003316696,0.001270166,0.00519588,0.001148924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002036005,"about_ca_system_score_gemma":0.0009582827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002552976,"about_ca_topic_score_gemma":0.000004097612,"domain_scores_codex":[0.9891115,0.0006389763,0.002935477,0.003260361,0.002302636,0.001750982],"domain_scores_gemma":[0.991711,0.001754535,0.001005002,0.002446441,0.0005994477,0.002483587],"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":[0.0001717795,0.0001617675,0.000401337,0.06394106,0.003371018,0.009836942,0.0001435911,6.193001e-7,0.000001142981,0.0007454415,0.0002993426,0.920926],"study_design_scores_gemma":[0.002530184,0.001811908,0.003690292,0.03385562,0.04001389,0.008021836,0.0006216831,0.001234194,3.896755e-7,0.002177506,0.9041327,0.001909857],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003649161,0.9852105,0.00007597743,0.0009651043,0.004946363,0.005043795,0.0007490955,0.000411839,0.002232385],"genre_scores_gemma":[0.001582278,0.9881338,0.0002514789,0.0002093965,0.005153171,0.0006630583,0.001559854,0.0006535028,0.001793405],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9190161,"threshold_uncertainty_score":0.9999918,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319783306","doi":"10.1016/j.jsmc.2022.10.005","title":"Acupuncture as an Adjunct Treatment to Cognitive-Behavioral Therapy for Insomnia","year":2023,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Sleep and related disorders","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"National Cancer Institute; National Institutes of Health; Canadian Cancer Society","keywords":"Adjunct; Medicine; Acupuncture; Insomnia; Cognitive behavioral therapy; Physical therapy; Cognitive behavioral therapy for insomnia; Cognition; Psychotherapist; Alternative medicine; Cognitive therapy; Intensive care medicine; Psychiatry; Psychology","authors":[{"name":"Samlau Kutana","is_ca":true},{"name":"Jun J. Mao","is_ca":false},{"name":"Sheila N. Garland","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.221857277345832,"gpt":0.527726338397492,"spread":0.30586906105166,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0006760426,0.001286269,0.003543052,0.0006108244,0.0001787364,0.00002252833,0.0005885056,0.001707758,0.002318277],"category_scores_gemma":[0.0003052101,0.0006754934,0.001148481,0.0008925053,0.0002239218,0.00004645942,0.00005489327,0.0008030366,0.003046359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001524497,"about_ca_system_score_gemma":0.0002698597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001755761,"about_ca_topic_score_gemma":0.00009091905,"domain_scores_codex":[0.9953851,0.0004518404,0.001505062,0.001421988,0.0003887475,0.0008472405],"domain_scores_gemma":[0.9958881,0.001687433,0.0005736558,0.001031369,0.0002163748,0.0006031015],"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":[0.0003870528,0.001577968,0.00001569721,0.0004445011,0.002850765,0.0001157295,0.002474834,2.949286e-7,3.985278e-8,0.0001368224,0.01158379,0.9804125],"study_design_scores_gemma":[0.008182853,0.01518283,0.00001341129,0.003716241,0.00888661,0.00003335932,0.001974406,0.000001385519,9.427951e-8,0.0002249396,0.9611168,0.0006670931],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004524829,0.9784771,0.00008170262,0.0004470009,0.01017914,0.007708398,0.0003287309,0.0003226509,0.002002859],"genre_scores_gemma":[0.00001768575,0.9822382,0.0000355854,0.002221791,0.002245358,0.00267227,0.003324268,0.0003702351,0.006874586],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9797454,"threshold_uncertainty_score":0.9999889,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403670833","doi":"10.1016/j.jsmc.2024.07.001","title":"Sleep Deficiency","year":2024,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Sleep and related disorders","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia Hospital; University of British Columbia","funders":"","keywords":"Medicine; Sleep (system call)","authors":[{"name":"Amir Gohari","is_ca":true},{"name":"Brett Baumann","is_ca":true},{"name":"Rachel Jen","is_ca":true},{"name":"Najib Ayas","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07400442793607812,"gpt":0.4386623239680764,"spread":0.3646578960319983,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001240727,0.0009715336,0.002925248,0.0007903883,0.0001226633,0.00002616612,0.001010046,0.001857664,0.006917743],"category_scores_gemma":[0.0004378679,0.000609843,0.001156888,0.001566271,0.0005468911,0.00003748126,0.0001914105,0.002806752,0.03079658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001014591,"about_ca_system_score_gemma":0.0001351391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002947614,"about_ca_topic_score_gemma":0.00000532049,"domain_scores_codex":[0.9945609,0.0003962089,0.002235475,0.001375542,0.0005494818,0.0008823826],"domain_scores_gemma":[0.9965042,0.0009387461,0.0006288996,0.00149317,0.0000891663,0.0003457539],"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":[0.000006280765,0.0002025323,0.000002367329,0.004428088,0.001510638,0.0002723096,0.000579453,3.536176e-7,2.070054e-9,0.003970131,0.08448455,0.9045433],"study_design_scores_gemma":[0.0008200898,0.00039197,7.178199e-7,0.006965853,0.01858537,0.0001625031,0.000521766,0.00001555916,1.403969e-9,0.0008574852,0.9710827,0.0005959392],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[9.092334e-7,0.827049,0.0001009728,0.0004525736,0.02787241,0.0008757299,0.00003034046,0.0003742601,0.1432438],"genre_scores_gemma":[0.000004979205,0.988063,0.00002984744,0.0008773846,0.002218986,0.0001826095,0.0003139883,0.0002544351,0.008054764],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9039474,"threshold_uncertainty_score":0.9996353,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319780171","doi":"10.1016/j.jsmc.2022.09.005","title":"Partner Alliance to Enhance Efficacy and Adherence of CBT-I","year":2023,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Sleep and related disorders","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Insomnia; Narrative review; Psychological intervention; Psychotherapist; Cognitive behavioral therapy; Alliance; Clinical psychology; Cognition; Psychiatry; Intensive care medicine; Psychology","authors":[{"name":"Jason Ellis","is_ca":false},{"name":"Robert Meadows","is_ca":false},{"name":"Pamela Alfonso‐Miller","is_ca":false},{"name":"Célyne Bastien","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1209355082271864,"gpt":0.4936889609445143,"spread":0.3727534527173279,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008978651,0.0005017319,0.002359156,0.0002069192,0.00005022198,0.000005635233,0.0005720211,0.0007805135,0.00105703],"category_scores_gemma":[0.001095838,0.0003596806,0.0002389814,0.0009910115,0.0004065522,0.00002200335,0.0001449416,0.0008857745,0.001719088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002085878,"about_ca_system_score_gemma":0.00008018686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003634378,"about_ca_topic_score_gemma":0.00001386326,"domain_scores_codex":[0.9963273,0.000270712,0.001663344,0.0009120335,0.000329822,0.0004967363],"domain_scores_gemma":[0.9958494,0.002014456,0.0007573397,0.0009735713,0.0001035813,0.0003017051],"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":[0.00003076689,0.0001358527,0.00001176892,0.002833101,0.000925705,0.00003498271,0.0007305022,8.561937e-7,7.928889e-8,0.0003953602,0.02115151,0.9737495],"study_design_scores_gemma":[0.0009038441,0.0007880533,0.00002909571,0.01535291,0.00200807,0.000009648945,0.000219942,0.000002219421,1.165294e-7,0.0001106533,0.98023,0.0003454316],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006083979,0.9866959,0.00007200836,0.0003102136,0.004228665,0.001280606,0.0000240311,0.0001085751,0.007219199],"genre_scores_gemma":[0.00002321692,0.9916956,0.00007108298,0.0004819969,0.0004920689,0.0001663095,0.00006319044,0.0001065796,0.006899898],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9734041,"threshold_uncertainty_score":0.9998855,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3091647979","doi":"10.1016/j.jsmc.2020.07.002","title":"Management of Rare Causes of Pediatric Chronic Respiratory Failure","year":2020,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Neuroscience of respiration and sleep","field":"Neuroscience","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; Hospital for Sick Children","funders":"","keywords":"Medicine; Respiratory failure; Chronic respiratory failure; Spinal muscular atrophy; Neuromuscular disease; Hypoventilation; Cerebral palsy; Scoliosis; Positive airway pressure; Pediatrics; Airway obstruction; Respiratory system; Intensive care medicine; Airway; Disease; Physical therapy; Surgery; Anesthesia; Internal medicine","authors":[{"name":"Jenny Shi","is_ca":true},{"name":"Nawal Al-Shamli","is_ca":true},{"name":"Jackie Chiang","is_ca":true},{"name":"Reshma Amin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1186565623020901,"gpt":0.3923392232348575,"spread":0.2736826609327675,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000579968,0.0005069543,0.002263867,0.0005014619,0.00008705507,0.00001264748,0.001329785,0.0002686594,0.0002226397],"category_scores_gemma":[0.001486584,0.0003805497,0.0005129831,0.002054994,0.0005922659,0.0001169345,0.0003440684,0.0006745065,0.00008201162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007862984,"about_ca_system_score_gemma":0.0004133103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.992939e-7,"about_ca_topic_score_gemma":0.000001440229,"domain_scores_codex":[0.9948074,0.0004809757,0.002189114,0.0009876211,0.00115395,0.0003809678],"domain_scores_gemma":[0.995873,0.0008344082,0.001987966,0.0009444148,0.0001017496,0.0002584887],"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":[0.000009480666,0.00009901252,0.000009755829,0.02651689,0.00003651592,0.0003014546,0.00005106394,0.00000708205,0.00003903015,0.001229247,0.004157679,0.9675428],"study_design_scores_gemma":[0.0006060771,0.0008803916,0.000002737558,0.00342417,0.001001282,0.000009302508,0.00003041959,0.00002072419,0.0000814805,0.00002123619,0.9936554,0.0002667746],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003203204,0.995847,0.00008913244,0.0002791139,0.001593263,0.001157491,0.00009786781,0.00007263898,0.0008313883],"genre_scores_gemma":[0.00007466094,0.9977425,0.00007990482,0.0008668707,0.0009022988,0.00004238679,0.0000108079,0.00006340828,0.0002171068],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9894977,"threshold_uncertainty_score":0.9998646,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2105863430","doi":"10.1016/j.jsmc.2014.05.005","title":"Obesity Hypoventilation Syndrome and Anesthesia Considerations","year":2014,"lang":"en","type":"article","venue":"Sleep Medicine Clinics","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; Toronto Western Hospital; University Health Network","funders":"","keywords":"Medicine; Hypoventilation; Obesity hypoventilation syndrome; Obstructive sleep apnea; Intensive care medicine; Obesity; Anesthesia; Intubation; Airway management; Hypoxemia; Sleep apnea; Internal medicine; Respiratory system","authors":[{"name":"Roop Kaw","is_ca":false},{"name":"Maged Argalious","is_ca":false},{"name":"Loutfi S. Aboussouan","is_ca":false},{"name":"Frances Chung","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02998158763638129,"gpt":0.3266382359956143,"spread":0.2966566483592329,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001118634,0.0001724694,0.0004706852,0.0001928192,0.0001645506,0.0000157349,0.00006000828,0.0001405705,0.0005101901],"category_scores_gemma":[0.002356805,0.0001421006,0.00006021909,0.0002081105,0.0004611688,0.0001027061,0.00004434511,0.0003678596,0.0001146276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004909829,"about_ca_system_score_gemma":0.0000301937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001446154,"about_ca_topic_score_gemma":0.000006846939,"domain_scores_codex":[0.9981855,0.0001491772,0.0004874044,0.0003869466,0.0005071781,0.0002837943],"domain_scores_gemma":[0.9980208,0.000795557,0.000126262,0.0004471668,0.0002820163,0.0003282313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000298532,0.0007552329,0.881126,0.0005189649,0.0004078857,0.0009645078,0.001007067,0.0000190158,0.002449352,0.03413693,0.003839754,0.0744767],"study_design_scores_gemma":[0.004834004,0.001860053,0.9584247,0.0001532807,0.0003808991,0.003358933,0.0002556999,0.01287697,0.0001567106,0.008798471,0.008665059,0.0002352655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781995,0.0003036532,0.002258013,0.01630361,0.0002214627,0.0005424748,0.000001918569,0.00009628773,0.002073091],"genre_scores_gemma":[0.9953739,0.0000509421,0.001759765,0.002200557,0.0003021304,0.00001381907,0.00004136916,0.00002803973,0.0002294996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0772986,"threshold_uncertainty_score":0.5794693,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1973978315","doi":"10.1016/j.jsmc.2014.08.009","title":"Confusional Arousals, Sleep Terrors, and Sleepwalking","year":2014,"lang":"en","type":"article","venue":"Sleep Medicine Clinics","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Vancouver Hospital and Health Sciences Centre","funders":"","keywords":"Sleepwalking; Parasomnia; Medicine; Non-rapid eye movement sleep; Psychiatry; Sleep (system call); Arousal; Sleep disorder; Clinical psychology; Electroencephalography; Psychology; Insomnia; Neuroscience","authors":[{"name":"Rahul Modi","is_ca":false},{"name":"Macario Camacho","is_ca":false},{"name":"Jason Valerio","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05100656121479179,"gpt":0.3415700262151371,"spread":0.2905634650003453,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001669981,0.000291239,0.0004996483,0.0002406926,0.0003659734,0.00004708716,0.0005180257,0.0001818661,0.0005382247],"category_scores_gemma":[0.007101465,0.0002249116,0.00007514151,0.0004068756,0.0008437393,0.0001659651,0.0003137523,0.0006402669,0.0001615167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002839635,"about_ca_system_score_gemma":0.00003239468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002805603,"about_ca_topic_score_gemma":0.00001193745,"domain_scores_codex":[0.9964686,0.000412437,0.0006573647,0.0008206291,0.0009842553,0.0006566984],"domain_scores_gemma":[0.9960262,0.002651821,0.0001914277,0.0005844801,0.0001056819,0.0004403983],"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":[0.0003119586,0.0004210697,0.02564595,0.0001528498,0.00005296767,0.0001598672,0.00145135,0.00007036252,0.03336036,0.04040085,0.006867096,0.8911053],"study_design_scores_gemma":[0.01662018,0.00390537,0.02960153,0.0006964867,0.0002939955,0.0004818938,0.001221568,0.1646779,0.0293219,0.03579733,0.7152987,0.002083145],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.958313,0.0005199903,0.005563822,0.01365733,0.003062001,0.000577315,0.00001725879,0.0002911069,0.01799817],"genre_scores_gemma":[0.989383,0.0002522908,0.0001646325,0.008467888,0.001146564,0.00002719228,0.00001252683,0.00004618101,0.0004997656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8890222,"threshold_uncertainty_score":0.9171629,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2158119556","doi":"10.1016/j.jsmc.2012.11.010","title":"Evaluation of the Child with Sleep-Disordered Breathing Scheduled for Adenotonsillectomy","year":2013,"lang":"en","type":"article","venue":"Sleep Medicine Clinics","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":4,"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; Montreal Children's Hospital","funders":"","keywords":"Medicine; Obstructive sleep apnea; Sleep disordered breathing; Adenoidectomy; Triage; Tonsillectomy; Ambulatory; Perioperative; Breathing; Sleep apnea; Intensive care medicine; Physical therapy; Pediatrics; Emergency medicine; Anesthesia; Internal medicine","authors":[{"name":"Karen A. Brown","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0414143567093657,"gpt":0.3542850775078101,"spread":0.3128707207984444,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003191455,0.0002692475,0.0006508272,0.0002190018,0.0002194684,0.00001283945,0.0003301929,0.0001772952,0.0008513347],"category_scores_gemma":[0.006573109,0.0001508863,0.0001815288,0.0007128218,0.0006232367,0.0001374013,0.0001021553,0.0005918115,0.00003097504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001764778,"about_ca_system_score_gemma":0.0002069456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009507873,"about_ca_topic_score_gemma":0.00003003386,"domain_scores_codex":[0.9957089,0.0003255222,0.0007623952,0.000478735,0.002260617,0.0004638493],"domain_scores_gemma":[0.9944389,0.0006915409,0.0003930589,0.0009525368,0.003308808,0.0002151403],"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":[0.001929416,0.001743665,0.1448439,0.001239457,0.003911535,0.00001219508,0.004898447,0.0006592514,0.006810785,0.001730043,0.003150529,0.8290707],"study_design_scores_gemma":[0.09044183,0.007837157,0.4339458,0.002473443,0.009681309,0.0004336044,0.009506392,0.4273135,0.007273312,0.006043935,0.004117315,0.0009324526],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.958997,0.001508719,0.002679802,0.02191945,0.0006600047,0.008027298,0.00001494864,0.00007044969,0.006122367],"genre_scores_gemma":[0.9957337,0.00002425067,0.002406049,0.0006503451,0.0004549722,0.0004953323,0.00004372039,0.00006678935,0.0001247977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8281383,"threshold_uncertainty_score":0.9321519,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3088488091","doi":"10.1016/j.jsmc.2020.08.001","title":"Obesity Hypoventilation","year":2020,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Neuroscience of respiration and sleep","field":"Neuroscience","cited_by":4,"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","funders":"Philips Oral Healthcare","keywords":"Hypoventilation; Medicine; Obesity hypoventilation syndrome; Obesity; Congenital central hypoventilation syndrome; Intensive care medicine; Pediatrics; Internal medicine; Respiratory system","authors":[{"name":"Roop Kaw","is_ca":false},{"name":"Marta Kamińska","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1653124728750707,"gpt":0.41382278760659,"spread":0.2485103147315194,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005681036,0.0004757375,0.001724144,0.0002511449,0.0002195391,0.00005492888,0.000904992,0.000290782,0.0003636431],"category_scores_gemma":[0.006892654,0.0003509929,0.0004682341,0.001171923,0.0003933292,0.0001758251,0.0001861962,0.0008958905,0.001265088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006851491,"about_ca_system_score_gemma":0.00019729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.811862e-7,"about_ca_topic_score_gemma":7.368382e-7,"domain_scores_codex":[0.9958903,0.0004842811,0.001272374,0.001116575,0.0008599859,0.0003764981],"domain_scores_gemma":[0.9969604,0.001111864,0.000871576,0.0006366157,0.00004802332,0.0003715448],"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":[0.000003270055,0.00005064056,0.000001874256,0.001147969,0.000004435149,0.00008945244,0.00002883565,5.785771e-7,0.0000136837,0.001218816,0.002307215,0.9951332],"study_design_scores_gemma":[0.0002591837,0.0002604216,0.000001414263,0.001608183,0.0002741581,0.00004304019,0.0000061699,0.0002707882,0.0000155278,0.0001892705,0.9967827,0.0002891801],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000459693,0.988554,0.0004704926,0.001014703,0.003988473,0.0009146317,0.00002342988,0.0002331054,0.004796548],"genre_scores_gemma":[0.00002219029,0.9922922,0.00004496751,0.005510138,0.001124984,0.00002974918,0.0000220801,0.00005783755,0.00089583],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9948441,"threshold_uncertainty_score":0.9998942,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4381436538","doi":"10.1016/j.jsmc.2023.05.008","title":"A 2022 Survey of Commercially Available Smartphone Apps for Sleep","year":2023,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Hôpital du Sacré-Cœur de Montréal","funders":"Fonds de recherche du Québec; Office of Naval Research Global; U.S. Department of Defense","keywords":"Medicine; Sleep (system call); Smartphone app; Smartphone application; Mobile apps; Internet privacy; Multimedia; World Wide Web; Operating system; Computer science","authors":[{"name":"Tracy Jill Doty","is_ca":false},{"name":"Emily Stekl","is_ca":false},{"name":"Matthew J. Bohn","is_ca":false},{"name":"Grace Klosterman","is_ca":false},{"name":"Guido Simonelli","is_ca":true},{"name":"Jacob Collen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3855757749401721,"gpt":0.5665934964861119,"spread":0.1810177215459398,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.01777802,0.0007122188,0.005771241,0.0005989264,0.0009564681,0.000003370948,0.00103762,0.001560434,0.001884034],"category_scores_gemma":[0.01107625,0.0005698499,0.0005067441,0.002130532,0.0003028183,0.00004298557,0.0003240167,0.002631771,0.003174024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003321476,"about_ca_system_score_gemma":0.005205549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001974777,"about_ca_topic_score_gemma":0.003914246,"domain_scores_codex":[0.9872086,0.002523518,0.006970028,0.001075175,0.0006627216,0.001559924],"domain_scores_gemma":[0.9638507,0.02757715,0.004370289,0.00191763,0.001320914,0.00096332],"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":[0.00005720147,0.00009771376,0.0002414257,0.08157688,0.0001142858,0.000001002558,0.00008256886,1.812286e-7,1.385105e-8,0.0005866795,0.3706243,0.5466177],"study_design_scores_gemma":[0.001994373,0.0004689721,0.0002207173,0.02066726,0.0009903837,0.000001331692,0.0001151684,0.00007958186,9.020455e-9,0.0002901839,0.9748347,0.0003373464],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002429551,0.9663734,0.0006486746,0.001087286,0.006925198,0.01983337,0.002721797,0.0002325841,0.002175217],"genre_scores_gemma":[6.202983e-7,0.94657,0.0003614017,0.002867535,0.001784283,0.03001275,0.007968097,0.0002764474,0.0101588],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6042103,"threshold_uncertainty_score":0.9997358,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405171548","doi":"10.1016/j.jsmc.2024.10.007","title":"Evaluation of Sleep Quality in Clinical Practice","year":2024,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Quality (philosophy); Clinical Practice; Sleep quality; Sleep (system call); Medical physics; Family medicine; Psychiatry; Insomnia","authors":[{"name":"Magdy Younes","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3587596684337837,"gpt":0.6177295545525753,"spread":0.2589698861187916,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.081398,0.0007698141,0.006398387,0.0012549,0.0000367416,0.00001546763,0.0005929114,0.001363471,0.0006564644],"category_scores_gemma":[0.1241798,0.0005400154,0.001348196,0.002329167,0.0009768145,0.0001617214,0.0003980088,0.004659007,0.0006873972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001045609,"about_ca_system_score_gemma":0.001771166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008070972,"about_ca_topic_score_gemma":0.00003501631,"domain_scores_codex":[0.9751043,0.007891503,0.008330707,0.001630616,0.006318967,0.0007239111],"domain_scores_gemma":[0.9815619,0.009859432,0.002332916,0.002069031,0.003655224,0.0005215193],"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":[0.000147229,0.0007822755,0.000215259,0.02552061,0.001837094,0.0001604909,0.000141535,8.772409e-7,1.710265e-7,0.0004230401,0.000952313,0.9698191],"study_design_scores_gemma":[0.004814759,0.001434452,0.0005399384,0.02659691,0.04434149,0.0001600979,0.0005071838,0.001492517,1.881888e-7,0.0004900405,0.9191974,0.000424969],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001282624,0.9793502,0.00005894313,0.001494801,0.004192927,0.004224606,0.00006393833,0.00007224959,0.01041404],"genre_scores_gemma":[0.0002533115,0.9950916,0.0008493639,0.0003359159,0.002489134,0.0002280344,0.000424691,0.0001725405,0.0001554774],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9693941,"threshold_uncertainty_score":0.9999329,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4303858607","doi":"10.1016/j.jsmc.2022.07.004","title":"Use of Positive Airway Pressure in the Treatment of Hypoventilation","year":2022,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University Health Centre","funders":"McGill University Health Centre; Philips","keywords":"Hypoventilation; Medicine; Obesity hypoventilation syndrome; Positive airway pressure; Intensive care medicine; Airway; Continuous positive airway pressure; Airway obstruction; Ventilation (architecture); Anesthesia; Obstructive sleep apnea; Internal medicine; Respiratory system","authors":[{"name":"Annie C. Lajoie","is_ca":true},{"name":"Marta Kamińska","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1725117465348385,"gpt":0.4353349664146789,"spread":0.2628232198798404,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001179574,0.0004122493,0.002865429,0.0006077549,0.0000458311,0.000004418372,0.0003340897,0.0002769933,0.0008404644],"category_scores_gemma":[0.001250535,0.0002344812,0.0006855634,0.001081295,0.00042764,0.0000604727,0.00008048354,0.0007247832,0.000007723017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002603031,"about_ca_system_score_gemma":0.000186527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001105021,"about_ca_topic_score_gemma":0.00001285534,"domain_scores_codex":[0.9952223,0.0009466283,0.001770187,0.0004973535,0.001250544,0.0003129839],"domain_scores_gemma":[0.9933376,0.004223736,0.001070775,0.001054095,0.0002129259,0.000100902],"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":[0.0001897731,0.001366223,0.0005953636,0.006796553,0.001008658,0.00008471931,0.001194308,0.000005191937,0.000001124028,0.0001175865,0.000162591,0.9884779],"study_design_scores_gemma":[0.00187145,0.005598923,0.0008121397,0.004192514,0.005901988,0.00004724732,0.0003864286,0.0001334429,0.000004322029,0.0000188096,0.980891,0.0001417638],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003558536,0.994188,0.0000184474,0.0002710821,0.0004738065,0.003773012,0.0002915739,0.00001119704,0.0006170798],"genre_scores_gemma":[0.0004235936,0.9975452,0.0001132468,0.00005872716,0.0003079125,0.0002134471,0.0009300884,0.00006099603,0.000346797],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9883361,"threshold_uncertainty_score":0.9561867,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399362065","doi":"10.1016/j.jsmc.2024.04.004","title":"Impact of Disease-modifying Therapies on Respiratory Function in People with Neuromuscular Disorders","year":2024,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Neurogenetic and Muscular Disorders Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"SickKids Foundation; Hospital for Sick Children; BC Children's Hospital","funders":"","keywords":"Medicine; Neuromuscular disease; Disease; Physical medicine and rehabilitation; Intensive care medicine; Internal medicine","authors":[{"name":"Lena Xiao","is_ca":true},{"name":"Reshma Amin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07168084721343651,"gpt":0.4280023472468251,"spread":0.3563215000333886,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007738709,0.0006518473,0.002411592,0.001050921,0.00004604374,0.00001177874,0.000248115,0.0002664808,0.0001283834],"category_scores_gemma":[0.0004737112,0.0003672616,0.001040687,0.001378547,0.0003262193,0.00003531671,0.00008260264,0.001396734,0.00004350746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000150815,"about_ca_system_score_gemma":0.001057742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000512996,"about_ca_topic_score_gemma":0.00005512578,"domain_scores_codex":[0.9961141,0.0004036594,0.00110026,0.0008692844,0.001029214,0.0004834435],"domain_scores_gemma":[0.99772,0.0004276413,0.0003023683,0.00106494,0.0001154406,0.0003696139],"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":[0.0008318276,0.0005416753,0.006832358,0.02496218,0.001428,0.0001457421,0.0001820253,0.00001881689,9.320572e-7,0.00004735816,0.0007238797,0.9642852],"study_design_scores_gemma":[0.004486626,0.01472185,0.02929505,0.044782,0.009770629,0.00001972859,0.0001915268,0.0001123365,8.628799e-8,0.0001535175,0.895861,0.0006055913],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009714624,0.9868731,0.00004634251,0.000272825,0.0003855589,0.002269765,0.00002268498,0.00005851877,0.0003565781],"genre_scores_gemma":[0.005171501,0.9936154,0.000008294939,0.0002612296,0.0002926424,0.0001848462,0.0001399107,0.0001949753,0.0001312392],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9636796,"threshold_uncertainty_score":0.9998779,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4234515087","doi":"10.1016/j.jsmc.2007.11.002","title":"Preface","year":2008,"lang":"en","type":"article","venue":"Sleep Medicine Clinics","topic":"Menstrual Health and Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University; Kingston General Hospital","funders":"","keywords":"Medicine","authors":[{"name":"Helen S. Driver","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0783274680902732,"gpt":0.3875098465526567,"spread":0.3091823784623836,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000343544,0.0001437741,0.0004153685,0.00008936842,0.0001177026,8.931709e-7,0.00007986613,0.0001217864,0.0008815572],"category_scores_gemma":[0.0008162847,0.0001052466,0.00006868947,0.0002268611,0.0002885977,0.0000342018,0.00002299556,0.0003159089,0.0003326089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003000219,"about_ca_system_score_gemma":0.000178231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003132361,"about_ca_topic_score_gemma":0.000004449038,"domain_scores_codex":[0.9984456,0.00003347786,0.0005198443,0.0002631313,0.0003920614,0.0003459433],"domain_scores_gemma":[0.9986645,0.0001806636,0.0001029651,0.0004017713,0.0001196087,0.0005304884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001731627,0.0009674673,0.4342449,0.0009126829,0.000156463,0.0008351372,0.004468662,0.0000128129,0.0001740037,0.001758279,0.3894491,0.1652889],"study_design_scores_gemma":[0.01626591,0.005203439,0.1656552,0.0003978474,0.0002502013,0.000991888,0.001366748,0.001227665,0.00009410102,0.0009088934,0.8072606,0.0003775273],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9087501,0.002931203,0.0004387956,0.01711205,0.001399608,0.0005813208,0.000002942485,0.0001826437,0.06860137],"genre_scores_gemma":[0.9671745,0.00205232,0.001182331,0.02287074,0.0009231883,0.00001472169,0.00004891318,0.00002904674,0.005704269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4178115,"threshold_uncertainty_score":0.9652433,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2152940648","doi":"10.1016/j.jsmc.2013.01.001","title":"Sleep and Anesthesia","year":2013,"lang":"en","type":"article","venue":"Sleep Medicine Clinics","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Anesthesiology; Obstructive sleep apnea; Anesthesia; Airway obstruction; Perioperative; Airway; Continuous positive airway pressure; Sleep medicine; Sleep apnea; Hypoventilation; Sleep (system call); Uvulopalatopharyngoplasty; Positive airway pressure; Apnea; Intensive care medicine; Sleep disorder; Polysomnography; Internal medicine; Insomnia; Respiratory system; Psychiatry","authors":[{"name":"Frances Chung","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02832528203927765,"gpt":0.3351681115125306,"spread":0.3068428294732529,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006588917,0.0002603463,0.0006125268,0.000242756,0.0001022541,0.00002107257,0.0001719478,0.000193275,0.002473775],"category_scores_gemma":[0.001083077,0.0001906072,0.00008223431,0.0003710423,0.0007366319,0.0001570368,0.00009255115,0.0005867765,0.000915915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006236334,"about_ca_system_score_gemma":0.00002310787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006958586,"about_ca_topic_score_gemma":0.000002893087,"domain_scores_codex":[0.9975722,0.0000980948,0.00059061,0.000512831,0.0006949836,0.0005312931],"domain_scores_gemma":[0.9976957,0.000463216,0.000123953,0.0006362014,0.0004319266,0.0006489441],"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":[0.0002315804,0.0003383774,0.2877851,0.0003044335,0.0003290937,0.0004763447,0.0008438634,0.000001254704,0.003389433,0.001690533,0.009941349,0.6946687],"study_design_scores_gemma":[0.01299526,0.004279835,0.8775923,0.000245812,0.0005909199,0.001958649,0.002578754,0.01857123,0.0005338947,0.003603463,0.07638586,0.0006640396],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9480982,0.001283291,0.0003776842,0.04196771,0.0003116912,0.001160441,0.000001461269,0.0001474972,0.006651998],"genre_scores_gemma":[0.990551,0.0001885683,0.001882884,0.00546114,0.0008840047,0.00007092594,0.00003336256,0.00006359115,0.0008645059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6940046,"threshold_uncertainty_score":0.999862,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W34325822","doi":"10.1016/j.jsmc.2021.05.004","title":"A novel method to fabricate open-cell silicon nitride foams with a high and controlled level of porosity","year":2014,"lang":"en","type":"dissertation","venue":"Sleep Medicine Clinics","topic":"Advanced ceramic materials synthesis","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Horizon 2020 Framework Programme; NordForsk","keywords":"Materials science; Fabrication; Porosity; Silicon nitride; Nitriding; Casting; Composite material; Nitride; Monomer; Silicon; Chemical engineering; Polymer; Metallurgy; Layer (electronics)","authors":[{"name":"Ali Alem","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05272471602754592,"gpt":0.3562393229228281,"spread":0.3035146068952821,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003665731,0.0006142021,0.00300782,0.0002287418,0.0001247248,0.00006124131,0.0009793816,0.0003667204,0.0003877649],"category_scores_gemma":[0.001950437,0.0004389522,0.00009123133,0.0002442301,0.0001718996,0.00013726,0.000208033,0.0002758073,0.00003129181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006479617,"about_ca_system_score_gemma":0.0001863662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001626943,"about_ca_topic_score_gemma":0.0003269427,"domain_scores_codex":[0.9957041,0.0003627606,0.001693811,0.001084167,0.000673321,0.0004818755],"domain_scores_gemma":[0.9941993,0.002010355,0.00204108,0.0008843967,0.0005501828,0.00031464],"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":[0.006634534,0.00021645,0.00003138504,0.0005761578,0.00007614623,0.000006190987,0.0006194487,0.00008130274,0.984367,0.0003818781,0.0001911055,0.00681843],"study_design_scores_gemma":[0.02810087,0.002657688,0.002041227,0.00176537,0.001648472,0.00002608939,0.00127069,0.0003141508,0.9574866,0.002147705,0.001411898,0.001129269],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7696088,0.0002799066,0.2223431,0.000632918,0.001744357,0.00326035,0.0004117426,0.00007667539,0.001642187],"genre_scores_gemma":[0.8053457,0.00009222565,0.186135,0.001458015,0.0005148313,0.0004038863,0.0004237366,0.000191107,0.005435423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03620802,"threshold_uncertainty_score":0.9998062,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}