{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"3d3fd6c79c7e","filters":{"venue":"Progress in Sleep Research"}},"results":[{"id":"W4366433981","doi":"10.1007/978-981-99-0240-8_17","title":"Impact of Screen Time During the Pandemic of COVID-19 on Sleep Habits","year":2023,"lang":"en","type":"book-chapter","venue":"Progress in Sleep Research","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Bedtime; Pandemic; Coronavirus disease 2019 (COVID-19); Screen time; Sleep (system call); Medicine; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Sleep quality; Psychology; Virology; Computer science; Insomnia; Physical medicine and rehabilitation; Psychiatry; Physical activity; Internal medicine; Disease","authors":[{"name":"Omar Boukhris","is_ca":false},{"name":"Haitham Jahrami","is_ca":false},{"name":"Khaled Trabelsi","is_ca":false},{"name":"Jordan M. Glenn","is_ca":false},{"name":"Nicola Luigi Bragazzi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.221920338600601,"gpt":0.5279474877656777,"spread":0.3060271491650767,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000333059,0.0001171828,0.0001147927,0.0003649293,0.0003566038,0.0007910214,0.0002608014,0.0004481961,0.007815002],"category_scores_gemma":[0.001811594,0.00008815526,0.000379524,0.000507563,0.0002286902,0.0004330788,0.000760833,0.0009763913,0.0007268985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001035989,"about_ca_system_score_gemma":0.001411407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07803556,"about_ca_topic_score_gemma":0.1426779,"domain_scores_codex":[0.9997967,0.00007080037,0.000008069692,0.00001675559,0.00005645775,0.00005119173],"domain_scores_gemma":[0.9994864,0.0002322816,0.00005887045,0.00001336194,0.00008667206,0.0001223783],"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":[0.0004503179,0.000281835,0.2409386,0.0006677457,0.0001449465,0.0009437713,0.004449062,0.001109168,0.0008302325,0.01243007,0.1654531,0.572301],"study_design_scores_gemma":[0.00001271882,0.0001996787,0.8954224,0.0008314047,0.00005677392,0.0003578657,0.003979863,0.0004472746,0.000150243,0.001955147,0.09656269,0.00002384069],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3777422,0.07040317,0.0009359115,0.08361435,0.005794834,0.0001209274,0.01159395,0.0001149185,0.4496797],"genre_scores_gemma":[0.8277925,0.06764948,0.001160952,0.009894243,0.002347775,0.000101532,0.003740649,0.00007479187,0.08723811],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07803556,"threshold_uncertainty_score":0.1551627,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4366432904","doi":"10.1007/978-981-99-0240-8_1","title":"The Effect of Sleep Disruption and Circadian Misalignment on the Immune System","year":2023,"lang":"en","type":"book-chapter","venue":"Progress in Sleep Research","topic":"Circadian rhythm and melatonin","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Circadian rhythm; Immune system; Immunology; Medicine; Immunity; Disease; Free-running sleep; Dark therapy; Neuroscience; Inflammation; Sleep (system call); Acquired immune system; Circadian clock; Biology; Light effects on circadian rhythm; Internal medicine","authors":[{"name":"Sergio Garbarino","is_ca":false},{"name":"Nicola Luigi Bragazzi","is_ca":true},{"name":"Egeria Scoditti","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05884742664040546,"gpt":0.3401291479270644,"spread":0.281281721286659,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002058384,0.0002874657,0.0003467155,0.0004499159,0.0001953283,0.001020752,0.0003913812,0.0005313729,0.005279328],"category_scores_gemma":[0.0001941965,0.0001227506,0.0002338288,0.0004436063,0.0005115867,0.0008524132,0.0004311607,0.001070691,0.0009589362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003294092,"about_ca_system_score_gemma":0.0003243356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007782447,"about_ca_topic_score_gemma":0.001896343,"domain_scores_codex":[0.9999485,0.00001181638,0.000003188998,0.000008855101,0.00002101682,0.000006603468],"domain_scores_gemma":[0.9999218,0.00005347597,0.000006139578,0.000003237408,0.000007081771,0.000008291281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005539042,0.0001565196,0.0009817268,0.001878133,0.00005928328,0.001086979,0.0004832181,0.0008818193,0.03673659,0.08126298,0.06547324,0.8104456],"study_design_scores_gemma":[0.00003631371,0.0006418871,0.01512093,0.001002081,0.00006955333,0.003377676,0.0004073918,0.0007789593,0.006942017,0.05789587,0.913688,0.00003930225],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008100383,0.8922192,0.002366236,0.004725052,0.003326316,0.0000138665,0.00009915648,0.00004123626,0.08910871],"genre_scores_gemma":[0.04703081,0.7903865,0.003290641,0.004206761,0.005231898,0.00005600922,0.0001135983,0.00004452475,0.1496394],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005279328,"threshold_uncertainty_score":0.01766115,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4366425228","doi":"10.1007/978-981-99-0240-8_24","title":"Melatonin’s Benefits as a Treatment for COVID-19 Pandemic and Long COVID","year":2023,"lang":"en","type":"book-chapter","venue":"Progress in Sleep Research","topic":"Long-Term Effects of COVID-19","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Melatonin; Medicine; Pandemic; Neuroprotection; Coronavirus disease 2019 (COVID-19); Delirium; Drug; Disease; Intensive care medicine; Internal medicine; Pharmacology; Infectious disease (medical specialty)","authors":[{"name":"Daniel P. Cardinali","is_ca":false},{"name":"Gregory M. Brown","is_ca":true},{"name":"Seithikurippu R. Pandi‐Perumal","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1729902814797873,"gpt":0.4645355123226029,"spread":0.2915452308428155,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002289522,0.0002198716,0.0001922878,0.0004761113,0.0002372271,0.0006677773,0.0002921754,0.0007423997,0.02549209],"category_scores_gemma":[0.0003910306,0.00008965685,0.0002450744,0.0003043927,0.0002314771,0.0007038651,0.0003635062,0.001308053,0.004134164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004286538,"about_ca_system_score_gemma":0.0004622593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001732362,"about_ca_topic_score_gemma":0.008665657,"domain_scores_codex":[0.9999408,0.00001587232,0.000003402913,0.000005415348,0.000028897,0.000005619779],"domain_scores_gemma":[0.9999098,0.00005548594,0.000006883708,0.000004185273,0.00001266737,0.00001103169],"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":[0.000173953,0.00009088629,0.0001765618,0.001221783,0.00002079213,0.0002175244,0.0002527247,0.0001089124,0.002008369,0.03171694,0.3069052,0.6571065],"study_design_scores_gemma":[0.00001804098,0.00006864037,0.0008736507,0.0005498463,0.00001001545,0.0002674457,0.00006192494,0.00004533006,0.0002840165,0.004009657,0.9938062,0.000005282448],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.004208425,0.5959445,0.001816482,0.0283279,0.01227634,0.00006646192,0.0005237042,0.0001544819,0.3566817],"genre_scores_gemma":[0.02821536,0.3416222,0.004836504,0.01541181,0.009348138,0.0001110768,0.0004393898,0.0001253545,0.5998901],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02549209,"threshold_uncertainty_score":0.08527958,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4366431984","doi":"10.1007/978-981-99-0240-8_23","title":"Changes in Positive Airway Pressure Application and Practices in Individuals with Sleep-Related Breathing Disorder During the COVID-19 Pandemic","year":2023,"lang":"en","type":"book-chapter","venue":"Progress in Sleep Research","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":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Pandemic; Medicine; Positive airway pressure; Coronavirus disease 2019 (COVID-19); Medical prescription; Intensive care medicine; Internal medicine; Obstructive sleep apnea; Nursing","authors":[{"name":"Dennys Franco-Avecilla","is_ca":true},{"name":"M Saymeh","is_ca":true},{"name":"Tetyana Kendzerska","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06803637869986803,"gpt":0.4051995737221157,"spread":0.3371631950222477,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000201242,0.00008676434,0.0001143372,0.0002874983,0.0002459844,0.0004771927,0.0002743307,0.0004735608,0.005525113],"category_scores_gemma":[0.001054475,0.00009175699,0.000202652,0.0005258432,0.0001360911,0.0004705334,0.0002934951,0.000632061,0.0009162853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005358495,"about_ca_system_score_gemma":0.0005524086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02011864,"about_ca_topic_score_gemma":0.05477231,"domain_scores_codex":[0.9998754,0.00003176523,0.000009284407,0.00001520297,0.00004889006,0.0000193965],"domain_scores_gemma":[0.9997894,0.0001121609,0.00003717579,0.000003757971,0.00003122673,0.00002622752],"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":[0.0001607852,0.0001994139,0.2577939,0.0005481375,0.00004991432,0.000585663,0.006864709,0.000693185,0.001019088,0.004866443,0.122404,0.6048148],"study_design_scores_gemma":[0.000006677084,0.0001706758,0.8985863,0.0006147217,0.00001555252,0.001244771,0.00716485,0.0006702282,0.0002527329,0.001939067,0.08930321,0.00003117418],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.525851,0.06272995,0.002766643,0.04191929,0.003055545,0.0001407232,0.01508962,0.0002155483,0.3482317],"genre_scores_gemma":[0.7255492,0.07048426,0.007132005,0.007879896,0.001068416,0.0002559389,0.005623745,0.00008428548,0.1819222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02011864,"threshold_uncertainty_score":0.04000306,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}