{"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":"f6c6f2011362","filters":{"venue":"Advances in Psychiatry"}},"results":[{"id":"W2821347305","doi":"10.1007/978-3-319-70554-5_17","title":"Mental Health Consequences of War Conflicts","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in Psychiatry","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":70,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Brampton Civic Hospital","funders":"","keywords":"Mental health; Somatization; Anxiety; Criminology; Psychology; Psychosocial; Psychiatry; Refugee; Political science; Social psychology; Medicine; Law","authors":[{"name":"Vsevolod Rozanov","is_ca":false},{"name":"Tanja Frančišković","is_ca":false},{"name":"Igor Marinić","is_ca":false},{"name":"Maria-Magdalena Macarenco","is_ca":false},{"name":"Marina Letica Crepulja","is_ca":false},{"name":"Lana Mužinić","is_ca":false},{"name":"Ruwan M. Jayatunge","is_ca":true},{"name":"Merike Sisask","is_ca":false},{"name":"Jan Vevera","is_ca":false},{"name":"Brenda K. Wiederhold","is_ca":false},{"name":"Mark D. Wiederhold","is_ca":false},{"name":"Ian Miller","is_ca":false},{"name":"Georgios Pagkalos","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04766012156340381,"gpt":0.4098934952282661,"spread":0.3622333736648623,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003508557,0.0003896509,0.0007633108,0.0003738159,0.00007185581,0.000007609131,0.0006649542,0.0003188551,0.01164195],"category_scores_gemma":[0.00001832029,0.0003857626,0.0001469401,0.00008498573,0.001372117,0.0001190953,0.00009041961,0.0005316191,0.0006276969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009008994,"about_ca_system_score_gemma":0.0003420325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002262385,"about_ca_topic_score_gemma":0.001561697,"domain_scores_codex":[0.9972177,0.00009792662,0.0009515159,0.0006533778,0.0005177478,0.0005617589],"domain_scores_gemma":[0.9981971,0.0001286295,0.0006789473,0.0007874997,0.00006844247,0.0001393566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004235192,0.0004091785,0.008440182,0.001026675,0.0003342121,0.00001687677,0.007075957,0.000001555432,0.000006453868,0.8861595,0.0597388,0.03636706],"study_design_scores_gemma":[0.001752005,0.0009808143,0.0007949115,0.002180743,0.00001713729,0.0000541425,0.001641029,0.000001570486,0.00001345327,0.2594668,0.7325353,0.0005621015],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007905964,0.1616588,0.00001655193,0.001490558,0.005828431,0.000764159,0.0005056264,0.00004160158,0.8289036],"genre_scores_gemma":[0.04896662,0.1191016,0.01236815,0.005993499,0.002495791,0.0004626876,0.001229961,0.0008123653,0.8085694],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6727965,"threshold_uncertainty_score":0.9998595,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2858036224","doi":"10.1007/978-3-319-70554-5_39","title":"Economic Recession and Mental Health: An Analysis","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in Psychiatry","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":8,"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; Parkwood Institute; Lawson Health Research Institute; Western University","funders":"","keywords":"Recession; Mental health; Economics; Psychology; Keynesian economics; Psychiatry","authors":[{"name":"Amresh Shrivastava","is_ca":true},{"name":"Pragya Lodha","is_ca":false},{"name":"Avinash De Sousa","is_ca":false},{"name":"Nikate Singh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02427446730490554,"gpt":0.4202955910150736,"spread":0.3960211237101681,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003556171,0.000331112,0.0007456275,0.0003885592,0.0007731174,0.000007097657,0.0001748297,0.0002986108,0.002417561],"category_scores_gemma":[0.000004120826,0.0002963673,0.000106112,0.0000537037,0.0001504428,0.0003018051,0.0001562836,0.0005408767,0.000179509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002582038,"about_ca_system_score_gemma":0.0001824854,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001424002,"about_ca_topic_score_gemma":0.05818889,"domain_scores_codex":[0.9979556,0.0001048052,0.0007777581,0.0006235463,0.0001395387,0.0003988063],"domain_scores_gemma":[0.9987754,0.00007442835,0.0005938925,0.0003944814,0.00002614685,0.0001356],"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":[0.0001721809,0.00005492142,0.8532437,0.0005467429,0.0003945342,7.803643e-7,0.004804186,0.000004767774,2.393385e-7,0.06062525,0.06307071,0.01708196],"study_design_scores_gemma":[0.0006757227,0.0003173947,0.01117362,0.0009407296,0.0001198439,3.977969e-7,0.002191658,0.00002373475,6.989394e-8,0.07737069,0.9067463,0.0004398511],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01693973,0.1405739,0.00003299141,0.0179644,0.02122498,0.00179529,0.0006638439,0.0002137875,0.8005911],"genre_scores_gemma":[0.01348309,0.2744849,0.003730265,0.009042665,0.008033808,0.0002610403,0.002353954,0.0003610571,0.6882492],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8436756,"threshold_uncertainty_score":0.9999489,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2816889484","doi":"10.1007/978-3-319-70554-5_20","title":"Positive Psychiatry: Neuroscience of Brain Health and Resilience","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in Psychiatry","topic":"Resilience and Mental Health","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":"Dalhousie University","funders":"","keywords":"Biopsychosocial model; Mental health; Psychological intervention; Psychology; Psychological resilience; Promotion (chess); Psychiatry; Medicine; Psychotherapist; Political science","authors":[{"name":"Keri-Leigh Cassidy","is_ca":true},{"name":"Beverley Cassidy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01219110355789692,"gpt":0.3794413901480738,"spread":0.3672502865901768,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004299966,0.0004238764,0.0006577483,0.0003715854,0.0001514691,0.00001414711,0.0005349992,0.0002715837,0.0002928945],"category_scores_gemma":[0.00002437611,0.0004158691,0.00009767478,0.000196845,0.001133508,0.0003039936,0.0001089324,0.0005544333,0.00006831942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007918535,"about_ca_system_score_gemma":0.0007037103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009052356,"about_ca_topic_score_gemma":0.001135884,"domain_scores_codex":[0.996829,0.00009889651,0.0008871383,0.00113964,0.0004042108,0.0006410733],"domain_scores_gemma":[0.9979966,0.0001119182,0.0008003162,0.0007363314,0.00004671976,0.0003080716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005871056,0.0003337092,0.03508967,0.0007523773,0.00001644038,0.00001199384,0.002914305,0.000004357748,0.000009891723,0.8434004,0.04394716,0.07293262],"study_design_scores_gemma":[0.002710828,0.009622092,0.0463082,0.005988506,0.00003468806,0.0003705693,0.003578374,0.00001773643,0.000007442729,0.5068257,0.4229202,0.001615626],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01003959,0.1673786,0.0002620791,0.01090648,0.02401922,0.001653468,0.0003281009,0.00007975489,0.7853327],"genre_scores_gemma":[0.09119121,0.1031568,0.02096095,0.1431852,0.004900746,0.0002612532,0.0002719751,0.0007317225,0.6353401],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3789731,"threshold_uncertainty_score":0.9998293,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2837454754","doi":"10.1007/978-3-319-70554-5_19","title":"Advances in Treatment for Personality Disorders","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in Psychiatry","topic":"Personality Disorders and Psychopathology","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Personality disorders; Psychology; Psychotherapist; Personality; Clinical psychology; Psychoanalysis","authors":[{"name":"Robert Biskin","is_ca":true},{"name":"Joel Paris","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01866447519543624,"gpt":0.3512079217121601,"spread":0.3325434465167239,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003334495,0.0008069096,0.001019927,0.0004263923,0.000107813,0.00001810785,0.0004498291,0.0007582809,0.004159207],"category_scores_gemma":[0.00001593549,0.0007947643,0.000483867,0.0001242081,0.0005309269,0.0002990122,0.00003470244,0.0004693868,0.0002716703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002249607,"about_ca_system_score_gemma":0.0001376308,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001282839,"about_ca_topic_score_gemma":0.05596344,"domain_scores_codex":[0.9964453,0.00009752986,0.0008820288,0.001505237,0.0002315073,0.0008384213],"domain_scores_gemma":[0.9984189,0.0002456405,0.0004437778,0.0007257645,0.00004733838,0.0001185615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002793031,0.001639505,0.07683895,0.0005057538,0.0001553532,0.00002756196,0.00442475,0.00001653123,5.7759e-7,0.45412,0.0105026,0.4489754],"study_design_scores_gemma":[0.002684101,0.000779386,0.001763429,0.000203163,0.00003829256,0.00001011371,0.0006400129,0.000004755992,5.401907e-8,0.3313105,0.661987,0.0005791335],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009782139,0.2032875,0.0004248475,0.001108212,0.0112384,0.001298086,0.000616706,0.00006841783,0.7809796],"genre_scores_gemma":[0.01877508,0.2542473,0.008069112,0.005084799,0.006933264,0.004058548,0.001835525,0.0008754422,0.7001209],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6514844,"threshold_uncertainty_score":0.9994503,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}