{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"d1436a55388d","filters":{"venue":"Journal of Psychiatry Spectrum"}},"results":[{"id":"W4390404821","doi":"10.4103/jopsys.jopsys_33_23","title":"Internet Addiction among Undergraduate Medical Students and Its Relationship with Alexithymia, Stress, Anxiety, and Depression in an Indian Medical College: A Cross-sectional Study","year":2023,"lang":"en","type":"article","venue":"Journal of Psychiatry Spectrum","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Alexithymia; Clinical psychology; Anxiety; Psychology; Toronto Alexithymia Scale; Addiction; Context (archaeology); DASS; Depression (economics); Cross-sectional study; Association (psychology); Psychiatry; Loneliness; Medicine","authors":[{"name":"Suhas Bhargav Achatapalli Venkata Rao","is_ca":false},{"name":"Sanjana Ramanath Kangil","is_ca":false},{"name":"Narendra Kumar Muthugaduru Shivarudrappa","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0188609578958881,"gpt":0.3482187678327414,"spread":0.3293578099368533,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002870044,0.0001496322,0.0002330981,0.0005103878,0.0003835293,0.0001796351,0.0005320619,0.0003799014,0.0001097317],"category_scores_gemma":[0.0005902431,0.0001249628,0.00003577898,0.0007036838,0.0003661336,0.0006250655,0.0001438395,0.001077656,0.000004706729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001385678,"about_ca_system_score_gemma":0.0005091914,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005377402,"about_ca_topic_score_gemma":0.06400354,"domain_scores_codex":[0.9960382,0.00039181,0.0005913076,0.0002723103,0.002367572,0.0003388166],"domain_scores_gemma":[0.9988549,0.00008572899,0.0003856724,0.0001086378,0.00006778839,0.0004972456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000234326,0.0005518155,0.9968427,0.00001392868,0.00005766127,0.0001583191,0.001070035,0.000006211187,3.364584e-7,0.0005145257,0.0004238913,0.0001262314],"study_design_scores_gemma":[0.002744851,0.0004058463,0.9892936,0.0004457025,0.00001739555,0.0001321513,0.004355047,0.0001423157,0.000002285479,0.002322037,0.00001598186,0.000122769],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931654,0.0001457751,0.0000118389,0.005271012,0.0009333461,0.0002970454,0.000007041637,0.00006025785,0.000108321],"genre_scores_gemma":[0.9990897,0.0002187308,0.00005228607,0.00006400899,0.0003934865,0.000004665324,0.000002923128,0.00001650244,0.0001576642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0634658,"threshold_uncertainty_score":0.9530759,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6947706295","doi":"10.4103/jopsys.jopsys_5_22","title":"A Review on the Impact of COVID-19-Related Lockdowns on the Burden of Care in Caregivers of Persons with Dementia","year":2022,"lang":"en","type":"article","venue":"Journal of Psychiatry Spectrum","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":1,"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":"Dementia; Caregiver burden; Discontinuation; Primary care; Family caregivers; Psychological resilience; Psychological intervention","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01519025664308782,"gpt":0.2682037369154255,"spread":0.2530134802723377,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004591975,0.0001115263,0.0002536841,0.00006162633,0.000111499,0.000004352901,0.0004174879,0.00002222991,0.04675267],"category_scores_gemma":[0.00003640596,0.0000574832,0.0002589702,0.0005456607,0.0001625292,0.00003416896,0.00006493671,0.0003093494,0.000007480951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007330632,"about_ca_system_score_gemma":0.0001515026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001072522,"about_ca_topic_score_gemma":0.0005184255,"domain_scores_codex":[0.9986784,0.0001838877,0.0003797469,0.0001040174,0.0005004567,0.0001534238],"domain_scores_gemma":[0.9988785,0.00006480671,0.0007302393,0.0002441042,0.00001342876,0.00006893012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.003308919,0.001992182,0.3495738,0.001079248,0.001404769,0.00005202888,0.039229,0.05097239,0.002053573,0.01486505,0.5351989,0.0002701995],"study_design_scores_gemma":[0.007521331,0.02588867,0.2867725,0.003651972,0.001069241,0.0003865074,0.6329656,0.0001961277,0.0009928973,0.001811967,0.03791564,0.0008276404],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9532205,0.004754303,0.00000189323,0.03362123,0.0001443051,0.0002997244,0.000184046,0.00000273326,0.007771228],"genre_scores_gemma":[0.9986818,0.0008654882,0.000005798974,0.0003918376,0.00001552177,0.000002837337,0.000004300593,0.000006777191,0.00002558498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5937365,"threshold_uncertainty_score":0.9541187,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404522713","doi":"10.4103/jopsys.jopsys_30_24","title":"Perinatal Depression and Breastfeeding Outcomes: A Systematic Review from South Asian Countries","year":2024,"lang":"en","type":"review","venue":"Journal of Psychiatry Spectrum","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Breastfeeding; Depression (economics); Medicine; Psychology; Psychiatry; Pediatrics; Economics","authors":[{"name":"Swapna Bondade","is_ca":false},{"name":"R Vignesh","is_ca":false},{"name":"K. Krithika","is_ca":false},{"name":"Shahafas Ali Kongath","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01793363293530705,"gpt":0.336509431243549,"spread":0.318575798308242,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005684192,0.0005375625,0.004202663,0.0003048545,0.00008758756,0.00008603905,0.0002318912,0.0002333498,0.0001515967],"category_scores_gemma":[0.00006502272,0.0003038139,0.0008720059,0.0001582936,0.00004131389,0.0001190795,0.00008893271,0.001121437,0.0001132474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001641414,"about_ca_system_score_gemma":0.0005118546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001096377,"about_ca_topic_score_gemma":0.000004175461,"domain_scores_codex":[0.9965482,0.0001549695,0.002066967,0.0003207647,0.0005916884,0.0003173993],"domain_scores_gemma":[0.9974669,0.00007959678,0.001697198,0.0003593969,0.00004140513,0.0003555502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00003860375,0.00003458385,0.0008546807,0.9960389,0.0006715779,0.0002830582,0.0000952886,2.109549e-9,6.054338e-9,0.0001221755,0.0002829644,0.001578137],"study_design_scores_gemma":[0.0003384393,0.000242124,0.0002372391,0.9537522,0.01431317,0.008174367,0.00004564613,4.504014e-7,1.362529e-7,0.0002207441,0.02244848,0.0002270104],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003157124,0.9892883,0.000007401325,0.005153277,0.003964919,0.001223672,0.000114534,0.00003015856,0.0001861947],"genre_scores_gemma":[0.0001635479,0.9975345,0.0002473842,0.0005244462,0.0008566927,0.00002640364,0.00001150789,0.00007391876,0.0005616615],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04228673,"threshold_uncertainty_score":0.9999414,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4320184831","doi":"10.4103/jopsys.jopsys_51_22","title":"Cognitive Functioning in Patients with Schizophrenia on Long-term Maintenance Electroconvulsive Therapy – A Case Series","year":2023,"lang":"en","type":"article","venue":"Journal of Psychiatry Spectrum","topic":"Electroconvulsive Therapy Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Electroconvulsive therapy; Schizophrenia (object-oriented programming); Cognition; Psychology; Psychiatry; Clinical psychology; Cognitive skill; Effects of sleep deprivation on cognitive performance; Verbal memory; Verbal learning","authors":[{"name":"Abhiram Narasimhan Purohith","is_ca":false},{"name":"Anisha Chauhan","is_ca":false},{"name":"RajeshkrishnaPanambur Bhandary","is_ca":false},{"name":"Podila Satya Venkata Narasimha Sharma","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009094893961947346,"gpt":0.2608240470488102,"spread":0.2517291530868628,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002532046,0.0003118926,0.000581669,0.0006642504,0.0001666867,0.0000301271,0.00009447258,0.0000744998,0.00007447528],"category_scores_gemma":[0.00005940061,0.0002192702,0.0001560622,0.0009538471,0.0001079429,0.0002363277,0.0000161319,0.0007945465,0.00003408606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002033248,"about_ca_system_score_gemma":0.0003032319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006439126,"about_ca_topic_score_gemma":0.0003621618,"domain_scores_codex":[0.998104,0.00008417637,0.0005276156,0.0002809577,0.0004530089,0.0005502838],"domain_scores_gemma":[0.998758,0.00009056795,0.0005031215,0.0001737058,0.0003433106,0.0001312763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04123015,0.0005537242,0.9512118,0.00004134824,0.0007484216,0.002872666,0.000447724,0.000006376622,0.0002102442,0.0002833928,0.0005843961,0.001809763],"study_design_scores_gemma":[0.01939126,0.01907025,0.952739,0.00095869,0.0001061913,0.004871028,0.0006576302,0.000002111238,0.001111116,0.0008055494,0.00003140735,0.000255786],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919822,0.0007379952,0.0000565489,0.005740876,0.0005566806,0.0006090906,0.000005596893,0.00004875542,0.0002623161],"genre_scores_gemma":[0.9974952,0.0005231228,0.0002046503,0.0007519937,0.0005634381,0.0000192847,0.000008190116,0.00005822019,0.0003758819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02183889,"threshold_uncertainty_score":0.894158,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399855352","doi":"10.4103/jopsys.jopsys_2_24","title":"Mental Disability in Schizophrenia and its Psychopathological Correlates: A Hospital-Based Cross-sectional Study","year":2024,"lang":"en","type":"article","venue":"Journal of Psychiatry Spectrum","topic":"Schizophrenia research and treatment","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":"Cross-sectional study; Psychopathology; Schizophrenia (object-oriented programming); Psychology; Psychiatry; Clinical psychology; Schizophrenia spectrum; Medicine; Psychosis","authors":[{"name":"Harshitha V. Handral","is_ca":false},{"name":"Madhusudhan Shivappa","is_ca":false},{"name":"Yamasandhi Mallegowda Jeevan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01711761427653973,"gpt":0.3368937467868864,"spread":0.3197761325103466,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005825243,0.0001919428,0.000329504,0.0002627273,0.00006360813,0.000105485,0.0000974619,0.00009450992,0.0006090509],"category_scores_gemma":[0.0000697397,0.0001317384,0.0001995199,0.0003510333,0.0001172277,0.0001316,0.0000291075,0.0006825977,0.00006097823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002159443,"about_ca_system_score_gemma":0.0003961552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009388603,"about_ca_topic_score_gemma":0.0001143254,"domain_scores_codex":[0.9982091,0.00009119082,0.0005766503,0.0003398459,0.0005124593,0.0002707131],"domain_scores_gemma":[0.9993562,0.00006987235,0.00009942793,0.0001619122,0.00003445865,0.0002781261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008150645,0.004017983,0.985278,0.00005525182,0.0001494043,0.0006955636,0.0000705362,0.000005004295,0.00003218096,0.000867893,0.0002412286,0.00043629],"study_design_scores_gemma":[0.009387487,0.006415368,0.9786682,0.000159106,0.00005658375,0.0007003869,0.0001180894,0.0004480088,0.00002030058,0.003878861,0.0000360333,0.0001115647],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867666,0.003766543,0.00001220611,0.006746612,0.001808881,0.0005738026,0.00001115789,0.00003697992,0.0002772493],"genre_scores_gemma":[0.9981509,0.00005339108,0.001059007,0.00003713819,0.0005145425,0.0000124683,0.000002770361,0.00002770076,0.0001420712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01138434,"threshold_uncertainty_score":0.666868,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411838735","doi":"10.4103/jopsys.jopsys_7_25","title":"Delirium in Geriatric Psychiatry Patients: Causality and the Role of Empirical Antibiotics in the Management of Urinary Tract Infection","year":2025,"lang":"en","type":"article","venue":"Journal of Psychiatry Spectrum","topic":"Intensive Care Unit Cognitive Disorders","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":"Delirium; Causality (physics); Urinary system; Medicine; Antibiotics; Intensive care medicine; Psychiatry; Internal medicine; Microbiology","authors":[{"name":"Keya Das","is_ca":false},{"name":"Sriraksha R Nayak","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006147999741329798,"gpt":0.2907026205124818,"spread":0.284554620771152,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008034144,0.0001408049,0.0004140745,0.0005088187,0.00003361809,0.000008545464,0.0001293864,0.00008765927,0.00001025914],"category_scores_gemma":[0.0002431438,0.00008567777,0.0001957308,0.0008093601,0.0001602184,0.000070621,0.00003716156,0.0005375553,4.65825e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005984362,"about_ca_system_score_gemma":0.0001845023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008820884,"about_ca_topic_score_gemma":0.0001125507,"domain_scores_codex":[0.9982903,0.0002439029,0.0008549026,0.0001307614,0.0003109616,0.0001691902],"domain_scores_gemma":[0.9983351,0.0001054224,0.0004820423,0.0002020631,0.0008464495,0.00002887338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001628737,0.002092154,0.9880314,0.0003284512,0.0001788965,0.00001015293,0.0003400684,0.00001166721,0.000008546005,0.005976278,0.0008866111,0.0005070735],"study_design_scores_gemma":[0.00577423,0.0009446016,0.9697073,0.0005951324,0.0003566348,0.00006752065,0.007889763,0.000045752,0.00004335753,0.01435736,0.0001522351,0.00006613134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9659247,0.00209721,0.00009285395,0.0265397,0.001025986,0.0004574288,0.000004169748,0.000002617048,0.003855311],"genre_scores_gemma":[0.9954492,0.0006827886,0.0004188135,0.003339212,0.00008776558,8.090167e-7,0.000002421955,0.000008580893,0.00001042774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02952445,"threshold_uncertainty_score":0.3493838,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}