{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"bb3852c7e710","filters":{"venue":"Психология и Психотехника"}},"results":[{"id":"W4403499240","doi":"10.7256/2454-0722.2024.3.71205","title":"Psychocorrective care for palliative cancer patients in a hospital setting","year":2024,"lang":"en","type":"article","venue":"Психология и Психотехника","topic":"Patient Dignity and Privacy","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":"Palliative care; Medicine; Cancer; Internal medicine; Nursing","authors":[{"name":"Tatiana YUr'evna Rublyova","is_ca":false},{"name":"Marina Lisnyak","is_ca":false},{"name":"Irina Aleksandrovna Daineko","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02296308661446429,"gpt":0.3566981391183232,"spread":0.3337350525038589,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002561239,0.0000969962,0.0001077442,0.0001836893,0.0004999878,0.0002433544,0.0001555811,0.000174189,0.001685344],"category_scores_gemma":[0.001671685,0.00005281995,0.0001191678,0.0001589316,0.0001994372,0.0001653124,0.0005749094,0.000319697,0.0001339829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001790196,"about_ca_system_score_gemma":0.0005043301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003219637,"about_ca_topic_score_gemma":0.0009662892,"domain_scores_codex":[0.9997628,0.0001487374,0.00001054128,0.0000125957,0.00002268957,0.00004276125],"domain_scores_gemma":[0.9994001,0.0001212455,0.0001469205,0.0000236725,0.00003611539,0.000271992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001520766,0.00345548,0.6717067,0.00117171,0.00008977889,0.004817366,0.0169183,0.0005439367,0.009733235,0.000523771,0.00697571,0.2825433],"study_design_scores_gemma":[0.0002863852,0.008003917,0.9457386,0.000348002,0.00006963815,0.006853184,0.02328143,0.0004409917,0.001545968,0.0004786532,0.01292092,0.00003239253],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983965,0.0005204225,0.000133069,0.000231112,0.00001740664,0.00003439412,0.00001944237,0.000005537916,0.0006422604],"genre_scores_gemma":[0.9988674,0.0004596312,0.0003127054,0.00007998028,0.00002042394,0.00003511708,0.00003231615,7.289582e-7,0.0001915406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001685344,"threshold_uncertainty_score":0.005638063,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414602091","doi":"10.7256/2454-0722.2025.3.75589","title":"Personality aspects of rehabilitation of patients with schizophrenia spectrum disorders and comorbid addictive pathology in a specialized psychiatric hospital setting","year":2025,"lang":"en","type":"article","venue":"Психология и Психотехника","topic":"Personality Disorders and Psychopathology","field":"Psychology","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":"Rehabilitation; Personality; Addiction; Personality pathology; Population; Cognition; Coping (psychology); Personality disorders; Schizophrenia (object-oriented programming)","authors":[{"name":"Elina Olegovna Sitnikova","is_ca":false},{"name":"A. N. Sultanova","is_ca":false},{"name":"Alla Ivanovna Zinina","is_ca":false},{"name":"Andrei Viktorovich Bukin","is_ca":false},{"name":"Elena Sergeevna Shestakova","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00334398408594401,"gpt":0.2528335294392691,"spread":0.2494895453533251,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001800932,0.0001771291,0.0002219387,0.0004539467,0.0004887028,0.0003585193,0.00008901716,0.0001811659,0.0009351015],"category_scores_gemma":[0.001077249,0.00012387,0.0002303872,0.0002832602,0.0002011349,0.0001596625,0.0004144105,0.00027361,0.00009996882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003568056,"about_ca_system_score_gemma":0.0003515264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002423982,"about_ca_topic_score_gemma":0.005494796,"domain_scores_codex":[0.9998172,0.0000511018,0.0000186666,0.00002064936,0.00003516385,0.00005719605],"domain_scores_gemma":[0.9996493,0.00003445305,0.0001437929,0.00001319434,0.00002846792,0.0001307758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001732409,0.0001540613,0.9889051,0.00002181177,0.00003337043,0.0007072007,0.0009322482,0.00005574316,0.001041813,0.00002701631,0.0001002259,0.007848184],"study_design_scores_gemma":[0.000005663872,0.0002151228,0.9979793,0.000005203194,0.000008824972,0.0007504915,0.0007928562,0.00007537015,0.0000509079,0.00001743012,0.00009590399,0.000002920144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997633,0.00005869932,0.00001677732,0.00001602313,0.00000176805,0.00000297264,0.00001078606,7.017441e-7,0.0001289289],"genre_scores_gemma":[0.9998239,0.00004738153,0.00003196939,0.00001281387,0.000002380216,0.000002153486,0.00002112202,2.139267e-7,0.00005817394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002423982,"threshold_uncertainty_score":0.00481981,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414601913","doi":"10.7256/2454-0722.2025.3.75949","title":"The possibilities of the psychosemantic method in the study of social anhedonia in patients with schizophrenia","year":2025,"lang":"en","type":"article","venue":"Психология и Психотехника","topic":"Personality Disorders and Psychopathology","field":"Psychology","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":"Anhedonia; Schizophrenia (object-oriented programming); Social relation; Psychosis; Diagnosis of schizophrenia; Scale (ratio)","authors":[{"name":"Andrey Sergeevich Vlasov","is_ca":false},{"name":"О. А. Шумакова","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01182175433781021,"gpt":0.3370602432442029,"spread":0.3252384889063927,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001460887,0.0002618206,0.0002654466,0.00119197,0.0004050701,0.000395624,0.0001316172,0.0001759389,0.0009225115],"category_scores_gemma":[0.002545178,0.0001461044,0.0002399814,0.0006712462,0.0005895526,0.0004490266,0.0006408133,0.0004567925,0.0001202597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002962688,"about_ca_system_score_gemma":0.0004546896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000775915,"about_ca_topic_score_gemma":0.0017058,"domain_scores_codex":[0.9991117,0.0006697429,0.00003652676,0.00002953481,0.0001157454,0.00003666186],"domain_scores_gemma":[0.999429,0.0002982753,0.00009471782,0.00004008984,0.00005272988,0.00008511132],"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":[0.002600448,0.00101403,0.7564129,0.0004141982,0.0001777176,0.001830707,0.01926628,0.0007089415,0.01886562,0.004226603,0.000960473,0.1935221],"study_design_scores_gemma":[0.0001724968,0.002467868,0.9811529,0.00006464856,0.00003946483,0.002316147,0.005835063,0.0009931145,0.0006645605,0.002551394,0.003692232,0.00005012189],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952084,0.0008451677,0.001758807,0.0001893757,0.00002294423,0.00008563585,0.00008232206,0.000006155957,0.001801131],"genre_scores_gemma":[0.9971065,0.0004223625,0.001888262,0.00008084259,0.00002645326,0.0001799736,0.00007805305,0.000001430277,0.0002159545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001460887,"threshold_uncertainty_score":0.007725954,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}