{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"f85c46e9bed9","filters":{"venue":"Sleep Medicine Research"}},"results":[{"id":"W4403001687","doi":"10.17241/smr.2024.02257","title":"The Relationship Between Sleep Health, Sleep Regularity, Optimism, and Well-Being With Self-Rated Health: A Study on Healthcare Professionals","year":2024,"lang":"en","type":"article","venue":"Sleep Medicine Research","topic":"Health and Well-being Studies","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Optimism; Sleep (system call); Health care; Health professionals; Psychology; Social psychology; Computer science; Political science","authors":[{"name":"Sohrab Amiri","is_ca":false},{"name":"Duston Boyd","is_ca":false},{"name":"Oumara Alajlouni","is_ca":true},{"name":"Sana Osama Al-Rawi","is_ca":false},{"name":"Amal Samra","is_ca":false},{"name":"Alexander Kieu","is_ca":false},{"name":"Moien AB Khan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1326856756726947,"gpt":0.4998054841226129,"spread":0.3671198084499182,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001488346,0.0002117985,0.0002455469,0.0007167647,0.0007051427,0.0006358251,0.0001731085,0.0004214542,0.001533502],"category_scores_gemma":[0.002719882,0.0002933133,0.0003936031,0.0006134119,0.000320247,0.0004269508,0.0006300471,0.0004101215,0.0002471831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002958076,"about_ca_system_score_gemma":0.0005868012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006851775,"about_ca_topic_score_gemma":0.01124329,"domain_scores_codex":[0.9993725,0.0002371103,0.00004997993,0.00005406635,0.0001240908,0.0001620733],"domain_scores_gemma":[0.9983971,0.0005340482,0.0003827484,0.00005510201,0.0002388005,0.0003922209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003424084,0.000136561,0.9962114,0.00001644834,0.00001932153,0.00003882435,0.001931331,0.000006914423,0.00009465468,0.00000794225,0.00005264354,0.00144972],"study_design_scores_gemma":[0.000005637981,0.0002179452,0.9958627,0.00001696008,0.000009714689,0.00009156152,0.003537766,0.00005020178,0.00002721511,0.000007257242,0.0001706082,0.000002344574],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996712,0.00008108038,0.00002247025,0.00002899984,0.000002176808,0.00000839478,0.00002359877,2.67168e-7,0.000161787],"genre_scores_gemma":[0.9995561,0.0001371844,0.00006571509,0.00006004515,0.000007806387,0.00001955117,0.00004728801,3.612884e-7,0.000105917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006851775,"threshold_uncertainty_score":0.01362377,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390246521","doi":"10.17241/smr.2023.01879","title":"Assessment of Cerebral Hypoxemia and Its Impact on Cognitive and Psychological Functions in Patients With Obstructive Sleep Apnea Syndrome","year":2023,"lang":"en","type":"article","venue":"Sleep Medicine Research","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Montreal Cognitive Assessment; Polysomnography; Obstructive sleep apnea; Medicine; Epworth Sleepiness Scale; Wisconsin Card Sorting Test; Respiratory disturbance index; Sleep apnea; Apnea–hypopnea index; Physical therapy; Hypopnea; Audiology; Beck Depression Inventory; Effects of sleep deprivation on cognitive performance; Psychiatry; Cognition; Internal medicine; Neuropsychology; Apnea; Anxiety","authors":[{"name":"Marwa Y. Badr","is_ca":false},{"name":"Amira Abdelgalil Elkholy","is_ca":false},{"name":"Sheren D. Abohamer","is_ca":false},{"name":"Sarah M. Shoeib","is_ca":false},{"name":"Rehab Mahmoud Salem","is_ca":false},{"name":"Heba Ahmed Almokadem","is_ca":false},{"name":"Ahmed M. El-Sharkawy","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06162674960898004,"gpt":0.4244027369123407,"spread":0.3627759873033606,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000315998,0.0003073751,0.000242074,0.0007017393,0.000366271,0.0003242135,0.0001500561,0.0002879773,0.0007485485],"category_scores_gemma":[0.000761979,0.0001090979,0.000221605,0.0003926638,0.0002151748,0.000191054,0.0002053929,0.0002782872,0.00005874411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001553761,"about_ca_system_score_gemma":0.0001788193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001174707,"about_ca_topic_score_gemma":0.00197898,"domain_scores_codex":[0.9998197,0.00005095005,0.00002794067,0.0000323259,0.00004414144,0.00002507837],"domain_scores_gemma":[0.999658,0.00007749091,0.000142028,0.00001165303,0.00004385261,0.00006692198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001290027,0.00006770666,0.9964611,0.00002182443,0.00003472116,0.0003579202,0.00009802959,0.00002586624,0.0005636262,0.00001095245,0.00003008651,0.002199204],"study_design_scores_gemma":[0.000004005769,0.0002460166,0.9982863,0.000006231807,0.00002237475,0.001008645,0.0001517148,0.00008863238,0.0001043409,0.00002040896,0.0000588125,0.000002509607],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988526,0.0005514073,0.00007444236,0.00002321074,0.000004989425,0.00001028949,0.00005697551,0.000001751485,0.0004242166],"genre_scores_gemma":[0.9996319,0.0001493939,0.0000843058,0.00001190965,0.00000909293,0.000006844421,0.00004488773,2.720411e-7,0.00006151872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001174707,"threshold_uncertainty_score":0.00250411,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390246559","doi":"10.17241/smr.2023.02026","title":"Rapid Eye Movement Sleep Behavior Disorder: What Is Known and What Should Be Studied","year":2023,"lang":"en","type":"article","venue":"Sleep Medicine Research","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Eye movement; Sleep (system call); Movement (music); Rapid eye movement sleep; Psychology; Physical medicine and rehabilitation; REM sleep behavior disorder; Cognitive psychology; Neuroscience; Medicine; Computer science; Polysomnography; Art; Electroencephalography","authors":[{"name":"In‐Young Yoon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1183101376226627,"gpt":0.4189485008108279,"spread":0.3006383631881651,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003353468,0.001173953,0.005157056,0.002450682,0.0009346771,0.003041174,0.002173873,0.004308213,0.00459295],"category_scores_gemma":[0.009634899,0.0005564009,0.001595319,0.003160949,0.001647593,0.006376022,0.0009990666,0.003257138,0.001289163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00159625,"about_ca_system_score_gemma":0.004853028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004828314,"about_ca_topic_score_gemma":0.008606434,"domain_scores_codex":[0.9980922,0.000489942,0.0005443092,0.00033756,0.0003942489,0.0001416604],"domain_scores_gemma":[0.9883366,0.006174974,0.001757907,0.0001933608,0.002443744,0.001093365],"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":[0.0009417856,0.0004175665,0.01813587,0.07830262,0.0008894158,0.002470611,0.0003879268,0.0002650851,0.0005801236,0.003694236,0.07896683,0.8149478],"study_design_scores_gemma":[0.0008376832,0.001400914,0.07146532,0.3445921,0.004864747,0.02365336,0.007831136,0.002030854,0.0006540233,0.0405123,0.5016351,0.0005224702],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007763237,0.9848623,0.0001805766,0.01256902,0.001047685,0.00002998028,0.0001136245,0.00001445855,0.0004060814],"genre_scores_gemma":[0.008033565,0.9764541,0.0005334892,0.006968396,0.007429674,0.00009365004,0.0002253979,0.000007397163,0.0002543296],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005157056,"threshold_uncertainty_score":0.017735,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7118996890","doi":"10.17241/smr.2025.03188","title":"Sleep Disordered-Breathing and Aortic Valve Stenosis: A Systematic Review and Meta-Analysis","year":2025,"lang":"en","type":"article","venue":"Sleep Medicine Research","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Obstructive sleep apnea; Odds ratio; Confidence interval; Meta-analysis; Aortic valve; Stenosis; Aortic valve stenosis; Sleep apnea; Observational study","authors":[{"name":"Heba Ramadan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08360482345041709,"gpt":0.4200441599078826,"spread":0.3364393364574655,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00985413,0.002677786,0.01762279,0.006474691,0.0007139337,0.00317808,0.002094428,0.001988215,0.003923092],"category_scores_gemma":[0.02424791,0.001301863,0.03326673,0.007710292,0.000618752,0.001530537,0.001448424,0.001617831,0.0002615756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002382257,"about_ca_system_score_gemma":0.004056508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007867482,"about_ca_topic_score_gemma":0.01777136,"domain_scores_codex":[0.994125,0.002546366,0.001782849,0.0006341866,0.0006713995,0.0002401643],"domain_scores_gemma":[0.9858806,0.0103464,0.002188355,0.0003409513,0.001063171,0.000180628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001084577,0.00003459054,0.003606021,0.5983097,0.3816294,0.0001405087,0.00008223909,0.0005714059,0.0001766964,0.0001442474,0.0006833033,0.01353728],"study_design_scores_gemma":[0.0004204962,0.0002154446,0.004858794,0.05350278,0.9381914,0.0001409976,0.00005095576,0.000220133,0.00009144456,0.000196857,0.002084573,0.00002625366],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002681445,0.9960507,0.0002906992,0.0001285998,0.00007738289,0.000207037,0.0004004762,0.00001510123,0.0001486282],"genre_scores_gemma":[0.07431535,0.9216028,0.001585931,0.0004707523,0.0001981761,0.0009731358,0.0006419769,0.00001537476,0.0001964934],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01762279,"threshold_uncertainty_score":0.05211419,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411679074","doi":"10.17241/smr.2025.02824","title":"Prevalence and Associated Factors of Insomnia in Adult Psychiatric Patients: A Hospital-Based Study","year":2025,"lang":"en","type":"article","venue":"Sleep Medicine Research","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Child, Adolescent and Family Mental Health","funders":"","keywords":"Psychiatry; Insomnia; Psychiatric hospital; Medicine; Psychology; Clinical psychology","authors":[{"name":"Jhowhar Datta","is_ca":false},{"name":"Mohammad Tariqul Alam","is_ca":false},{"name":"Taiyeb Ibna Zahangir","is_ca":false},{"name":"Ahsan Aziz Sarkar","is_ca":false},{"name":"Abdullah Muhammad Fariduzzaman","is_ca":false},{"name":"Bijoy Dutta","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01950352113643598,"gpt":0.3729315850793203,"spread":0.3534280639428843,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000481325,0.0001935857,0.0003212191,0.0007598223,0.0004786525,0.0004793658,0.0002788106,0.0002601788,0.001151922],"category_scores_gemma":[0.001337774,0.0002985613,0.0002682083,0.001024299,0.0002919167,0.0004060949,0.0005573733,0.0004517137,0.000176906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005209926,"about_ca_system_score_gemma":0.0004784819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01174898,"about_ca_topic_score_gemma":0.01574123,"domain_scores_codex":[0.9996173,0.00009682857,0.00007779089,0.00006046251,0.0000723698,0.00007523991],"domain_scores_gemma":[0.9988266,0.0001435375,0.000622532,0.00004835226,0.0001289556,0.0002301025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002654147,0.0000285579,0.9994273,0.000007169167,0.000008600877,0.00003381523,0.00007974399,0.000005511247,0.00005067111,0.000003143048,0.00003434482,0.0002946641],"study_design_scores_gemma":[0.000003904494,0.00007545482,0.9993272,0.00000516687,0.000006553874,0.0001479027,0.000347119,0.00003340288,0.00001174545,0.00000345471,0.00003664445,0.000001431354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994036,0.0001005606,0.00003258567,0.00001996901,0.0000021192,0.00001613212,0.0002329862,0.000001663627,0.0001904034],"genre_scores_gemma":[0.999542,0.00009538295,0.00005700368,0.00002299852,0.000005223811,0.00001257494,0.0002203721,6.856895e-7,0.00004374803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01174898,"threshold_uncertainty_score":0.02336115,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}