{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":18,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":18,"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"},"query_hash":"f3118dbbce05","filters":{"venue":"BJPsych Bulletin"}},"results":[{"id":"W3018735259","doi":"10.1192/bjb.2020.44","title":"The mental health of doctors during the COVID-19 pandemic","year":2020,"lang":"en","type":"article","venue":"BJPsych Bulletin","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":329,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"Queen's University; University of Wolverhampton","keywords":"Mental health; Stigma (botany); Pandemic; Coronavirus disease 2019 (COVID-19); Health care; Distress; Psychology; Psychiatry; Work (physics); Social stigma; Nursing; Medicine; Family medicine; Disease; Infectious disease (medical specialty); Clinical psychology; Political science","retraction":null,"screen_n_in":null,"score":{"opus":0.1141932169762802,"gpt":0.4589970063769622,"spread":0.344803789400682,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001913304,0.0001883232,0.0003332409,0.00002879383,0.003659826,0.00001086974,0.0005380368,0.0001502936,0.001879973],"category_scores_gemma":[0.0007315725,0.00009766875,0.0001150938,0.0002151665,0.0001700363,0.00001845289,0.0002582755,0.001035047,0.0003951185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000238427,"about_ca_system_score_gemma":0.001039424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001407228,"about_ca_topic_score_gemma":0.0003735798,"domain_scores_codex":[0.9957628,0.001681486,0.0009842286,0.0003319921,0.0004909736,0.0007485747],"domain_scores_gemma":[0.996991,0.001346966,0.0005579163,0.0004149199,0.0000886292,0.0006005709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007070703,0.00007218221,0.332778,0.001490867,0.00005686075,0.000003596669,0.01961565,0.000006264347,0.0002740902,0.002134278,0.6332266,0.009634552],"study_design_scores_gemma":[0.001067321,0.00008284609,0.02173114,0.0002871102,0.000003126559,0.000003502744,0.008650837,0.00001334935,0.00000622432,0.0001057024,0.9679432,0.0001056598],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1878357,0.00649811,0.00006165978,0.8006399,0.00134401,0.001997853,0.0001327002,0.0001416769,0.001348372],"genre_scores_gemma":[0.9059749,0.004889518,0.0001186711,0.08371911,0.0009450901,0.0002877728,0.00002408778,0.00004465529,0.003996196],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7181392,"threshold_uncertainty_score":0.9990324,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2893591395","doi":"10.1192/bjb.2018.67","title":"Barriers to using clozapine in treatment-resistant schizophrenia: systematic review","year":2018,"lang":"en","type":"article","venue":"BJPsych Bulletin","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":174,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"Keele University; Queen's University; Birmingham Women's and Children's NHS Foundation Trust; Centre for Addiction and Mental Health; University of Toronto; University of Chester","keywords":"Clozapine; Schizophrenia (object-oriented programming); Medicine; Psychological intervention; Psychiatry; Competence (human resources); Medical prescription; Certification; Systematic review; MEDLINE; Psychology; Pharmacology","retraction":null,"screen_n_in":null,"score":{"opus":0.02966495298882015,"gpt":0.334735576542488,"spread":0.3050706235536679,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004736057,0.0003202902,0.0009835545,0.0002933661,0.0001301645,0.00003086709,0.0001563344,0.0000793043,0.0025669],"category_scores_gemma":[0.0008868395,0.000225639,0.0001855568,0.0005898112,0.00008567003,0.00002153768,0.00004748664,0.0001287951,0.00199686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005653105,"about_ca_system_score_gemma":0.0004226479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003972011,"about_ca_topic_score_gemma":0.0003699926,"domain_scores_codex":[0.9976109,0.0002058732,0.0006179038,0.0005159675,0.0004711784,0.0005781598],"domain_scores_gemma":[0.9979903,0.00007796949,0.00009675577,0.0007890435,0.0001497987,0.0008961263],"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":[0.1918369,0.006067847,0.01611175,0.5724174,0.005837744,0.009855608,0.00225893,0.00001285758,0.01995318,0.004982986,0.1537938,0.016871],"study_design_scores_gemma":[0.0868323,0.02333476,0.01650842,0.749006,0.005059041,0.001654774,0.0008419168,0.0004195193,0.007364364,0.000418214,0.1059092,0.00265147],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8533381,0.08787765,0.0001211249,0.03893683,0.0004400435,0.01576884,0.00006797178,0.0002556744,0.003193789],"genre_scores_gemma":[0.9554823,0.006423108,0.02546185,0.006445468,0.0007225922,0.001531883,0.00004142013,0.0001479561,0.003743418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1765886,"threshold_uncertainty_score":0.9987802,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2936477518","doi":"10.1192/bjb.2019.26","title":"Effects of patient suicide on psychiatrists: survey of experiences and support required","year":2019,"lang":"en","type":"article","venue":"BJPsych Bulletin","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":100,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Medicine; Emotional support; Clinical Practice; Suicide prevention; Psychiatry; Family medicine; Social support; Psychology; Poison control; Medical emergency; Social psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.01950807244288584,"gpt":0.2990176367312222,"spread":0.2795095642883364,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004020736,0.0001991094,0.0004821801,0.0001185797,0.00003862981,0.000006594483,0.000176488,0.0001049608,0.002096582],"category_scores_gemma":[0.0001284907,0.0001676418,0.00007951661,0.0001731286,0.0001430159,0.00001573078,0.00005227788,0.0001007325,0.0003509833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009333728,"about_ca_system_score_gemma":0.00001847463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001262542,"about_ca_topic_score_gemma":0.00003615827,"domain_scores_codex":[0.9982411,0.0002801923,0.0005016287,0.0004192428,0.0002671048,0.0002907277],"domain_scores_gemma":[0.9984036,0.0007430267,0.0002938803,0.0003939879,0.0001007444,0.0000647618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003192884,0.001374199,0.8470448,0.0003479607,0.0003879459,0.00002461852,0.03495075,0.000001436081,0.001506287,0.001399617,0.1035177,0.006251849],"study_design_scores_gemma":[0.002548102,0.003300696,0.9721964,0.00004901953,0.0000335255,0.000006683239,0.007112122,5.868382e-7,0.004355996,0.00006907505,0.01002609,0.0003017039],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818693,0.001811342,0.00000403189,0.0002356679,0.001270921,0.0005995318,0.00001608445,0.00002537395,0.01416776],"genre_scores_gemma":[0.9983255,0.00008132265,0.0001000151,0.0003684253,0.00003008634,0.00009208205,0.000008746054,0.0000208175,0.0009730346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1251516,"threshold_uncertainty_score":0.9988157,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2253187948","doi":"10.1192/pb.bp.114.048793","title":"Lurasidone: a novel antipsychotic agent for the treatment of schizophrenia and bipolar depression","year":2015,"lang":"en","type":"article","venue":"BJPsych Bulletin","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Sunovion","keywords":"Lurasidone; Partial agonist; Schizophrenia (object-oriented programming); Aripiprazole; Antipsychotic; Bipolar disorder; Antipsychotic Agent; 5-HT receptor; Medicine; Pharmacology; Atypical antipsychotic; Dopamine receptor D2; Serotonin; Pharmacodynamics; Psychiatry; Internal medicine; Receptor; Agonist; Lithium (medication); Pharmacokinetics","retraction":null,"screen_n_in":null,"score":{"opus":0.04338292872795023,"gpt":0.3003522517247213,"spread":0.2569693229967711,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008835966,0.0001531454,0.0002281295,0.00005312795,0.00005834346,0.000009765676,0.00004852553,0.00006004269,0.0001041661],"category_scores_gemma":[0.00002204254,0.00008630365,0.00009327583,0.00006737284,0.00006442764,0.000007355936,0.0000105327,0.00003538801,0.00003944132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002801194,"about_ca_system_score_gemma":0.00003332477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001179198,"about_ca_topic_score_gemma":0.00003292354,"domain_scores_codex":[0.9992726,0.00001506916,0.0001701759,0.0002278707,0.0001489136,0.0001653331],"domain_scores_gemma":[0.9993723,0.00006961278,0.00006624937,0.0003209045,0.0000492813,0.000121648],"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":[0.008244791,0.008894988,0.2305937,0.0002069313,0.001269292,0.000008986612,0.001651508,0.000007947443,0.005528787,0.0007122703,0.04544986,0.6974309],"study_design_scores_gemma":[0.01440026,0.001442328,0.1251364,0.00006058813,0.0003344266,0.0000553526,0.0001167285,0.00008823312,0.001020444,0.00003950791,0.8572143,0.00009141857],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.554814,0.3952268,0.01172737,0.01964248,0.0009807638,0.008315054,0.0001298605,0.0002087954,0.008954921],"genre_scores_gemma":[0.9839192,0.002958321,0.008204558,0.0001178878,0.0001375745,0.0002174189,0.00001814738,0.00005552612,0.00437135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8117644,"threshold_uncertainty_score":0.3519361,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2965158880","doi":"10.1192/bjb.2019.51","title":"Rethinking self-injury recovery: a commentary and conceptual reframing","year":2019,"lang":"en","type":"article","venue":"BJPsych Bulletin","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":45,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Cognitive reframing; Computer science; Data science; Medicine; Psychology; Psychotherapist","retraction":null,"screen_n_in":null,"score":{"opus":0.02141765723744049,"gpt":0.2869247889140909,"spread":0.2655071316766504,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004598098,0.0002319039,0.000335012,0.00008341343,0.0001696562,0.00003974417,0.0001887774,0.0001627818,0.005914121],"category_scores_gemma":[0.00002470378,0.0002240602,0.00007807441,0.000103827,0.00009936412,0.00003928936,0.0001342864,0.0003555212,0.002380667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000432172,"about_ca_system_score_gemma":0.00000966524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003109379,"about_ca_topic_score_gemma":0.00001016877,"domain_scores_codex":[0.998335,0.0002002169,0.0003108405,0.0005290175,0.0001898827,0.0004350591],"domain_scores_gemma":[0.9989718,0.0003607366,0.000120865,0.0004240783,0.0000400529,0.00008243407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005313612,0.000192599,0.07396597,0.00003213907,0.0004683484,0.00004264712,0.02506505,4.103354e-7,0.0003319721,0.002887945,0.8888388,0.007642796],"study_design_scores_gemma":[0.001766719,0.0005070578,0.01580008,0.00002981162,0.00005266308,0.00003085468,0.00834782,0.000003809447,0.00006029507,0.001075351,0.9719259,0.0003996285],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9231618,0.00239522,0.00001747119,0.01620435,0.001722633,0.0005155119,0.00001986439,0.000247528,0.05571562],"genre_scores_gemma":[0.9611707,0.0002609827,0.002308354,0.03009848,0.0003806243,0.00007272889,0.00002266387,0.00006126347,0.005624189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08308714,"threshold_uncertainty_score":0.9983961,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3016682677","doi":"10.1192/bjb.2020.34","title":"Religion and mental health: a narrative review with a focus on Muslims in English-speaking countries","year":2020,"lang":"en","type":"review","venue":"BJPsych Bulletin","topic":"Religion, Spirituality, and Psychology","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Mental health; Ambivalence; Religiosity; Christianity; Middle Eastern Mental Health Issues & Syndromes; Narrative; Psychology; Psychiatry; Public health; Sociology; Medicine; Mental health law; Social psychology; History; Nursing; Literature; Art","retraction":null,"screen_n_in":null,"score":{"opus":0.04313084900195793,"gpt":0.3887591513469907,"spread":0.3456283023450327,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001848679,0.0004958765,0.002017664,0.0001641299,0.0004628695,0.0001005734,0.0003701097,0.0003363758,0.0001542845],"category_scores_gemma":[0.000295725,0.0003869677,0.0002051776,0.0005973706,0.0004157673,0.00004059413,0.00004744739,0.0006754067,0.0001405172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003037298,"about_ca_system_score_gemma":0.0005697149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005505791,"about_ca_topic_score_gemma":0.007120105,"domain_scores_codex":[0.9952101,0.001874681,0.0008830209,0.0008957746,0.0005603817,0.0005760924],"domain_scores_gemma":[0.9982781,0.0003693476,0.0006720557,0.0003226605,0.000096625,0.0002612349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009137897,0.0001062116,0.00002256159,0.01418503,0.00007835715,0.00005095795,0.1381729,2.048049e-8,2.42358e-9,0.005881067,0.4864319,0.3549796],"study_design_scores_gemma":[0.0004049883,0.0003567172,0.000003005056,0.05431867,0.00004870424,0.00001651227,0.002750514,1.942796e-8,5.398194e-9,0.00009133661,0.9416367,0.0003728617],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004691028,0.9013872,0.000002328214,0.07037392,0.0005298241,0.002872562,0.00003278388,0.00008837003,0.02470837],"genre_scores_gemma":[0.00001601237,0.9897324,0.00009691791,0.008992383,0.0006162074,0.0002659718,0.00004325959,0.00004665275,0.0001902326],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4552048,"threshold_uncertainty_score":0.9998582,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2759327064","doi":"10.1192/pb.bp.116.055509","title":"Measuring relational security in forensic mental health services","year":2017,"lang":"en","type":"review","venue":"BJPsych Bulletin","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":28,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Learning Partnership","funders":"","keywords":"Computer science; Mental health; Consistency (knowledge bases); Quality (philosophy); Internal consistency; Scale (ratio); Relational database; Relational model; Process (computing); Computer security; Data science; Data mining; Psychology; Psychiatry; Psychometrics; Clinical psychology; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.1474104153837332,"gpt":0.4000126935894325,"spread":0.2526022782056993,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001963218,0.001160377,0.002948026,0.0008177024,0.0005391649,0.0001475702,0.001483778,0.0008759947,0.002132203],"category_scores_gemma":[0.00003753437,0.001144205,0.0007825396,0.0003666519,0.0002102659,0.0001053319,0.0002616873,0.001687909,0.005498249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006593057,"about_ca_system_score_gemma":0.0003571695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007447401,"about_ca_topic_score_gemma":0.0006622862,"domain_scores_codex":[0.9929934,0.0009204515,0.002055825,0.001805193,0.0008027336,0.001422369],"domain_scores_gemma":[0.9949738,0.0002225773,0.002243417,0.002088398,0.00006282056,0.00040898],"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":[0.00007708222,0.000349166,0.000197368,0.006262287,0.000285069,0.00004657921,0.001819484,2.016429e-7,2.383558e-8,0.003330206,0.4051409,0.5824916],"study_design_scores_gemma":[0.001412086,0.0001375582,0.0005008293,0.02211779,0.00009244144,0.0002946254,0.0003127319,0.000001681552,1.750343e-8,0.0004840232,0.9737629,0.0008833727],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001890259,0.8558886,0.000007132144,0.001357753,0.08739895,0.002175285,0.0003074073,0.0001650893,0.05268088],"genre_scores_gemma":[0.0001261881,0.9900592,0.0007383456,0.0006585286,0.003957778,0.0004466466,0.000868833,0.0002968217,0.002847675],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5816083,"threshold_uncertainty_score":0.9991008,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2582767434","doi":"10.1192/pb.bp.116.054585","title":"Prevent: What is pre-criminal space?","year":2017,"lang":"en","type":"article","venue":"BJPsych Bulletin","topic":"Crime Patterns and Interventions","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"Academy of Medical Sciences; Royal Society; British Academy","keywords":"Space (punctuation); Computer science; Operating system","retraction":null,"screen_n_in":null,"score":{"opus":0.05708362950826153,"gpt":0.3988275805019348,"spread":0.3417439509936733,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004273967,0.00009532923,0.0001108176,0.00003180873,0.00125796,0.0009500579,0.0005753741,0.00007545779,0.03641296],"category_scores_gemma":[0.0000793893,0.00009538474,0.0001645737,0.00002241984,0.0002248712,0.0002282075,0.00009280327,0.0001083161,0.001931472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003249001,"about_ca_system_score_gemma":0.00003056527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00580347,"about_ca_topic_score_gemma":0.001211416,"domain_scores_codex":[0.9989464,0.00008008206,0.000155935,0.0002470886,0.0002710554,0.0002994766],"domain_scores_gemma":[0.9991352,0.00002380346,0.0001424089,0.0005162031,0.00006178877,0.0001205797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002719723,0.0003329428,0.005714114,0.00003408071,0.00003678583,0.000008677971,0.01402324,2.934429e-7,0.00005519137,0.01018053,0.8873199,0.08226704],"study_design_scores_gemma":[0.0001920066,0.00004605804,0.01927256,0.0001465699,0.00002065048,0.000001164557,0.002536817,0.000002727421,0.0001660988,0.0008301898,0.9766581,0.0001270691],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3761072,0.001726734,0.0006353061,0.2337582,0.003784797,0.0008495553,0.00002454947,0.0001411771,0.3829725],"genre_scores_gemma":[0.8641894,0.0005468553,0.0002985971,0.0006158295,0.0006069629,0.00003316451,0.00000249154,0.00001306478,0.1336936],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4880823,"threshold_uncertainty_score":0.9988456,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2890181689","doi":"10.1192/bjb.2018.62","title":"Street triage services in England: service models, national provision and the opinions of police","year":2018,"lang":"en","type":"article","venue":"BJPsych Bulletin","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"Oxford Health NHS Foundation Trust; University of Toronto; University of Oxford; National Institute for Health and Care Research","keywords":"Triage; Declaration; Mental health; Service (business); Scope (computer science); Medicine; Mental illness; Public relations; Medical emergency; Psychiatry; Business; Political science; Law; Computer science; Marketing","retraction":null,"screen_n_in":null,"score":{"opus":0.0222234873069987,"gpt":0.3019940806887415,"spread":0.2797705933817428,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003705068,0.00009413824,0.0002001543,0.00006481733,0.00007576271,0.00000467774,0.00008731113,0.00004905418,0.000128487],"category_scores_gemma":[0.00003836077,0.00005911054,0.00003415447,0.0001830246,0.0001042306,0.00002606571,0.00006562904,0.00009183194,0.00001383533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009105584,"about_ca_system_score_gemma":0.00003264629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002598188,"about_ca_topic_score_gemma":0.002750652,"domain_scores_codex":[0.9991941,0.00005845386,0.0002386493,0.0001627784,0.0002236105,0.00012238],"domain_scores_gemma":[0.9993558,0.0001168112,0.00006978718,0.0001386396,0.0002859955,0.00003296676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02663664,0.003582248,0.06386562,0.006488439,0.00161883,0.00002085621,0.2730599,0.0001851567,0.002792647,0.1409969,0.44843,0.03232278],"study_design_scores_gemma":[0.03199181,0.0007458251,0.04896745,0.001097415,0.0001380694,0.0000262549,0.01023372,0.004697753,0.0004591814,0.005781413,0.8954794,0.0003816542],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9005647,0.002416939,0.00003782806,0.0541225,0.0003131099,0.001044277,0.0001107804,0.00003897294,0.04135088],"genre_scores_gemma":[0.9963371,0.0006234595,0.0003367264,0.002101817,0.0003436031,0.00003333389,0.00003470635,0.000008691195,0.0001805881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4470494,"threshold_uncertainty_score":0.39277,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2922789216","doi":"10.1192/bjb.2019.20","title":"Patient-reported outcome measures in community mental health teams: pragmatic evaluation of PHQ-9, GAD-7 and SWEMWBS","year":2019,"lang":"en","type":"article","venue":"BJPsych Bulletin","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"York University","keywords":"Generalized anxiety disorder; Mental health; Patient Health Questionnaire; Declaration; Anxiety; Medicine; Psychiatry; Clinical psychology; Psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.07011826355337557,"gpt":0.3955914986326947,"spread":0.3254732350793191,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008360327,0.0001147557,0.0003495363,0.00009627768,0.0003456599,0.00002906099,0.000141252,0.00008587374,0.0007279983],"category_scores_gemma":[0.0008532441,0.0001087923,0.00004686278,0.0001743146,0.0001182754,0.0000586944,0.00004683577,0.000249724,0.00003534549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003304993,"about_ca_system_score_gemma":0.0004655753,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05394324,"about_ca_topic_score_gemma":0.01285191,"domain_scores_codex":[0.995609,0.002188321,0.0007332285,0.0001661905,0.0009194017,0.0003838764],"domain_scores_gemma":[0.998788,0.0002733239,0.0003700377,0.0002754228,0.0001442607,0.000148958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004228394,0.0002913206,0.9251601,0.000346449,0.00001816599,3.327768e-7,0.03830685,0.00001146202,0.000007987928,0.0009558249,0.00807851,0.02678074],"study_design_scores_gemma":[0.002108127,0.0001997625,0.7798762,0.0004058324,0.0000178795,0.000001996991,0.07782961,0.0001043605,0.000009247517,0.0006160411,0.1385969,0.0002339882],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9661103,0.0008496392,0.000003282771,0.02081721,0.0004403191,0.001631835,0.00001210579,0.0000266732,0.01010856],"genre_scores_gemma":[0.9972655,0.000173205,0.0002098507,0.002037964,0.0000236988,0.00004007695,0.00001423709,0.00001016707,0.0002253695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1452838,"threshold_uncertainty_score":0.9523566,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3049618096","doi":"10.1192/bjb.2020.97","title":"Virtual psychiatric care fast-tracked: reflections inspired by the COVID-19 pandemic","year":2020,"lang":"en","type":"review","venue":"BJPsych Bulletin","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Pandemic; Perspective (graphical); Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Health care; Psychiatry; Telepsychiatry; Telemedicine; Medicine; Computer science; Medical emergency; Psychology; Artificial intelligence; Virology; Disease; Political science","retraction":null,"screen_n_in":null,"score":{"opus":0.1141844608604435,"gpt":0.4489385084229218,"spread":0.3347540475624783,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004400678,0.0006438376,0.001657492,0.0003090733,0.0005063951,0.00004132838,0.0004003566,0.0004497436,0.002115397],"category_scores_gemma":[0.0004505122,0.0004334723,0.0005478822,0.001146091,0.0001272555,0.00002141008,0.0000730246,0.001416902,0.001044513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006566825,"about_ca_system_score_gemma":0.001793458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004175505,"about_ca_topic_score_gemma":0.0001312842,"domain_scores_codex":[0.9960197,0.0004609449,0.001398302,0.0008562024,0.0006595078,0.0006053895],"domain_scores_gemma":[0.9972185,0.000423029,0.0007216423,0.0007348763,0.0001166042,0.0007853776],"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":[0.00003870621,0.00004592401,0.00008978677,0.004522792,0.0001034259,0.0000137792,0.00043495,6.398635e-8,3.427295e-7,0.00003283263,0.4668216,0.5278957],"study_design_scores_gemma":[0.001952406,0.0009975751,0.0000177695,0.0007531145,0.001759789,0.0007927647,0.001584254,2.746802e-7,1.110879e-7,0.000008645719,0.9917803,0.0003529265],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000009446255,0.9644285,0.0005501848,0.02680736,0.001045172,0.004011277,0.0003992941,0.0003728273,0.002375867],"genre_scores_gemma":[0.00005238088,0.9713736,0.0003810354,0.02101389,0.00203429,0.0008994927,0.002494839,0.0001355173,0.001614977],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5275428,"threshold_uncertainty_score":0.9998117,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2527744760","doi":"10.1192/pb.bp.115.052290","title":"The application of Rasch measurement theory to psychiatric clinical outcomes research","year":2016,"lang":"en","type":"article","venue":"BJPsych Bulletin","topic":"Psychometric Methodologies and Testing","field":"Decision Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Rasch model; Classical test theory; Item response theory; Outcome (game theory); Polytomous Rasch model; Test (biology); Test theory; Psychology; Psychiatry; Psychometrics; Computer science; Medicine; Clinical psychology; Mathematics; Developmental psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.7232814820498744,"gpt":0.6098927788575289,"spread":0.1133887031923455,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1501552,0.0001390072,0.0003881007,0.0005135741,0.0003908942,0.00009900206,0.002161631,0.0001113378,0.0003506446],"category_scores_gemma":[0.2995182,0.00005760267,0.0002435944,0.002527571,0.0003060839,0.00002702679,0.0003135859,0.0002424804,0.001963434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004704794,"about_ca_system_score_gemma":0.00009142517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003159815,"about_ca_topic_score_gemma":0.00001474892,"domain_scores_codex":[0.9880261,0.004957948,0.001700206,0.0008145799,0.003943063,0.0005580698],"domain_scores_gemma":[0.8663713,0.1290005,0.0005057979,0.002077446,0.001821591,0.000223424],"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":[0.0001468425,0.00007860281,0.173606,0.000001374346,0.00001721927,1.856934e-7,0.00002448584,7.780041e-7,0.000137506,0.009827645,0.1166945,0.6994648],"study_design_scores_gemma":[0.0003842142,0.0001426129,0.3626601,0.000008942967,0.000004241247,8.167182e-7,0.0002269205,0.000002511609,0.00003761198,0.08171862,0.554741,0.00007241643],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09594389,0.001666876,0.728989,0.124519,0.003754318,0.002220084,0.00001298689,0.0001173276,0.0427765],"genre_scores_gemma":[0.9591891,0.0001729578,0.03503311,0.0005896701,0.0003613818,0.00017194,1.446824e-7,0.00002107598,0.004460677],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8632451,"threshold_uncertainty_score":0.9988136,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405011919","doi":"10.1192/bjb.2024.101","title":"Social contagion, the psychiatric symptom pool and non-suicidal self-injury","year":2024,"lang":"en","type":"review","venue":"BJPsych Bulletin","topic":"Suicide and Self-Harm 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":"McGill University; Jewish General Hospital","funders":"","keywords":"Psychopathology; Emotional contagion; Psychiatry; Mechanism (biology); Psychology; Injury prevention; Suicide prevention; Poison control; Medicine; Clinical psychology; Medical emergency; Social psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.03036369206564553,"gpt":0.3633406430672627,"spread":0.3329769510016172,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007563434,0.001031542,0.002072762,0.0003485813,0.0006190318,0.000201653,0.0007669305,0.0007996428,0.001584745],"category_scores_gemma":[0.00002598339,0.0006533763,0.0009906983,0.0006630926,0.0002194122,0.0000195073,0.00029891,0.001423219,0.0113021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009099874,"about_ca_system_score_gemma":0.0001471108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002048902,"about_ca_topic_score_gemma":0.00001677924,"domain_scores_codex":[0.995818,0.0005344006,0.001111029,0.001264426,0.0004097405,0.0008623719],"domain_scores_gemma":[0.9981068,0.0004574856,0.0004464277,0.0007619814,0.0000891324,0.0001381768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003551412,0.0001272778,0.00004363414,0.002714326,0.001704248,0.00004635312,0.001241287,2.78808e-9,3.022586e-8,0.002080412,0.7999405,0.1920664],"study_design_scores_gemma":[0.0004745425,0.000144171,0.0002451623,0.0002867316,0.004037749,0.0001489496,0.0004118081,2.148213e-7,2.841958e-8,0.0002145193,0.99332,0.0007160679],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006049794,0.9591945,0.000006435775,0.005591581,0.004240975,0.001966129,0.0001196385,0.0003580192,0.02846223],"genre_scores_gemma":[0.0002873422,0.9841797,0.00005172903,0.00143686,0.00390605,0.00107219,0.00004756803,0.0002166854,0.008801888],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1933795,"threshold_uncertainty_score":0.9995918,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396676555","doi":"10.1192/bjb.2024.23","title":"Assisted death for prisoners and forensic patients: complexity and controversy illustrated by four recent cases","year":2024,"lang":"en","type":"review","venue":"BJPsych Bulletin","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Equivalence (formal languages); Ethical issues; Mental healthcare; Economic Justice; Forensic science; Psychiatry; Mental health; Criminology; Psychology; Law; Medicine; Political science; Engineering ethics; Engineering; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.351728735587534,"gpt":0.4627407967406659,"spread":0.1110120611531319,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000179564,0.0004516952,0.001847666,0.000118084,0.00005663039,0.00003253916,0.00006861506,0.0002843537,0.00007897159],"category_scores_gemma":[0.0005816537,0.0003301978,0.0002423051,0.0001479078,0.0001915334,0.0000137921,0.00004848168,0.0002614855,0.0000137374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001099084,"about_ca_system_score_gemma":0.000113702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009189125,"about_ca_topic_score_gemma":0.00001299442,"domain_scores_codex":[0.9982207,0.00009192259,0.0006356696,0.0005387205,0.0002170019,0.0002959918],"domain_scores_gemma":[0.9984784,0.0005078706,0.0003225042,0.0002247074,0.0002777524,0.0001888348],"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":[0.0002126093,0.0001289209,0.00031156,0.02079423,0.0007072947,0.00003338949,0.00006259091,6.618096e-9,7.416628e-7,0.0001550702,0.3935459,0.5840477],"study_design_scores_gemma":[0.002075454,0.000655912,0.0000799193,0.02071705,0.002565641,0.00005397055,0.00008334915,0.00000301497,0.000002486531,0.00002845533,0.9734456,0.0002891435],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004020775,0.994173,0.00004586319,0.0008469223,0.0002965347,0.002288232,0.001280852,0.00005316852,0.0006133359],"genre_scores_gemma":[0.00006626684,0.9946877,0.002385335,0.0002329251,0.0001185658,0.0001539584,0.00134274,0.00006494532,0.0009475123],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5837585,"threshold_uncertainty_score":0.999915,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3214771910","doi":"10.1192/bjb.2021.113","title":"More than just anti-NMDAR: the many facets of autoimmune encephalitis","year":2021,"lang":"en","type":"article","venue":"BJPsych Bulletin","topic":"Autoimmune Neurological Disorders and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Autoimmune encephalitis; Encephalitis; Autoantibody; Praxis; Neuroscience; NMDA receptor; Presentation (obstetrics); Immunology; Anti-NMDA receptor encephalitis; Medicine; Perspective (graphical); Cognitive science; Computer science; Biology; Receptor; Psychology; Epistemology; Philosophy; Virus; Antibody; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.0235274985969603,"gpt":0.2864261959228606,"spread":0.2628986973259003,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001041217,0.0001943101,0.0004198658,0.00003067093,0.0001206318,0.00001614543,0.0001657587,0.0001104635,0.00333494],"category_scores_gemma":[0.0001114255,0.0001223453,0.0002201897,0.0002013986,0.0002022936,0.00001293822,0.00010399,0.0002281048,0.0002519384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001277193,"about_ca_system_score_gemma":0.00005509318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001073655,"about_ca_topic_score_gemma":0.000001975324,"domain_scores_codex":[0.9985967,0.00009465274,0.0003466635,0.0003389124,0.0003169955,0.0003060799],"domain_scores_gemma":[0.9990135,0.00007960617,0.0001231591,0.0006182429,0.0001026483,0.00006281982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001969782,0.01578252,0.5168062,0.001083666,0.002863191,0.008919411,0.005806318,0.0001099981,0.07318905,0.01035754,0.2251947,0.1379176],"study_design_scores_gemma":[0.002212119,0.0002954988,0.8135258,0.00008509405,0.00009505614,0.000231034,0.0006336886,0.0000236656,0.002055478,0.0001096319,0.1806118,0.0001211531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9297286,0.005401425,0.00008503312,0.04771835,0.0002651312,0.0004887235,0.00003005089,0.00007880327,0.01620385],"genre_scores_gemma":[0.9888873,0.0006013904,0.0002881885,0.002253961,0.00003290135,0.00003737048,0.00004763951,0.00002355827,0.007827742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2967196,"threshold_uncertainty_score":0.9975761,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4212957612","doi":"10.1192/bjb.2021.126","title":"Plus ça change? Switching lithium preparations","year":2022,"lang":"en","type":"article","venue":"BJPsych Bulletin","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Medical Research Council; Servier; Sunovion; Canadian Institutes of Health Research; National Institute for Health and Care Research; H. Lundbeck A/S; National Institute of Mental Health; LivaNova; Wellcome Trust; Victoria General Hospital Foundation; Michael Smith Health Research BC; National Alliance for Research on Schizophrenia and Depression; Eli Lilly and Company","keywords":"Lithium (medication); Lithium carbonate; Discontinuation; Interchangeability; Formulary; Medicine; Pharmacology; Internal medicine; Computer science; Chemistry","retraction":null,"screen_n_in":null,"score":{"opus":0.03778436228270239,"gpt":0.2983092103492178,"spread":0.2605248480665154,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001376995,0.0001131878,0.0001576444,0.00007105251,0.0003160065,0.00001451326,0.00007463682,0.00003092992,0.005541864],"category_scores_gemma":[0.00001293035,0.000105881,0.00008977884,0.0001325576,0.00001228665,0.00001468919,0.00007759852,0.000214367,0.0005075104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001111649,"about_ca_system_score_gemma":0.00005892964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002159639,"about_ca_topic_score_gemma":0.00003985853,"domain_scores_codex":[0.9990857,0.00005303911,0.0001529498,0.000247791,0.0002538732,0.0002066512],"domain_scores_gemma":[0.9995109,0.0000229627,0.00004349236,0.0003068509,0.00002371754,0.00009201014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002301549,0.006803918,0.1254927,0.0003345778,0.001109182,0.0002696437,0.02892291,0.0001242817,0.004192127,0.01109092,0.7015178,0.1178404],"study_design_scores_gemma":[0.001755867,0.0003366416,0.02688501,0.00001316964,0.00007622252,0.0001137494,0.0004310253,0.00006552352,0.0000891688,0.000078006,0.9700465,0.000109142],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2881734,0.03950018,0.001777492,0.2452939,0.002859323,0.006954038,0.0001508144,0.001098937,0.4141919],"genre_scores_gemma":[0.982591,0.00005526067,0.0008232049,0.001764304,0.0002360507,0.0008587378,0.00008311326,0.00002691118,0.01356141],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6944176,"threshold_uncertainty_score":0.9953672,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416102419","doi":"10.1192/bjb.2025.10175","title":"Between protest and perpetuation: exploring psychotic disorders through the lens of popular music","year":2025,"lang":"en","type":"review","venue":"BJPsych Bulletin","topic":"Music Therapy and Health","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":"Canadian Mental Health Association","funders":"","keywords":"Paranoia; Theme (computing); Schizophrenia (object-oriented programming); Loneliness; Empathy; Psychosis; Thematic analysis; Popular music; Perception","retraction":null,"screen_n_in":null,"score":{"opus":0.2577673223568301,"gpt":0.414702121619679,"spread":0.1569347992628489,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006733058,0.0005010733,0.001491026,0.000157771,0.0002649277,0.00003075244,0.0005455437,0.0003673617,0.002905074],"category_scores_gemma":[0.00005766563,0.000355624,0.0003744719,0.0004370371,0.0002020693,0.00003708295,0.00007235512,0.0007424307,0.0002177437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003743243,"about_ca_system_score_gemma":0.0001336266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002806182,"about_ca_topic_score_gemma":0.00005715853,"domain_scores_codex":[0.9968194,0.0007081796,0.001009825,0.0007370076,0.0002545048,0.0004710481],"domain_scores_gemma":[0.9977086,0.0005215876,0.0005806428,0.001083815,0.00004235934,0.00006302631],"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":[0.00002172536,0.0001127412,0.00005456849,0.01053375,0.0002672682,0.000001320637,0.002752363,1.009118e-7,2.203415e-8,0.01305572,0.02227799,0.9509224],"study_design_scores_gemma":[0.0004534809,0.0001398201,0.0003569385,0.007090358,0.0004146821,0.000006515309,0.0003479777,2.892159e-8,1.656326e-8,0.000847986,0.9900445,0.0002976764],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004911998,0.9747484,0.0002376112,0.004323686,0.001462281,0.003479652,0.00006984302,0.00006393197,0.01556548],"genre_scores_gemma":[0.0001040035,0.9939706,0.0002816052,0.0004648765,0.0007286398,0.001595148,0.00007105407,0.00007098095,0.002713047],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9677665,"threshold_uncertainty_score":0.9998896,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3201653547","doi":"10.1192/bjb.2021.77","title":"The article ‘Sex, gender and gender identity’ fails to adequately engage with the extant scientific literature","year":2021,"lang":"en","type":"article","venue":"BJPsych Bulletin","topic":"Sex and Gender in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario Tobacco Research Unit","funders":"","keywords":"Extant taxon; Content (measure theory); Action (physics); Identity (music); Gender identity; Computer science; Psychology; Social psychology; Art; Biology; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.0664994595263306,"gpt":0.3322731172324025,"spread":0.265773657706072,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001319505,0.000188305,0.0001914557,0.0000515758,0.001002596,0.000790874,0.0001881188,0.00009271081,0.0003524687],"category_scores_gemma":[0.000211675,0.00009884679,0.00006256546,0.000600336,0.0001807742,0.0000656985,0.0001049565,0.0004978176,0.0002131235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000319471,"about_ca_system_score_gemma":0.0001458157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001237245,"about_ca_topic_score_gemma":0.00006540156,"domain_scores_codex":[0.9977578,0.0002850434,0.0002420968,0.0006119112,0.0006070149,0.0004961382],"domain_scores_gemma":[0.9982118,0.0002603081,0.00004858855,0.0008846266,0.0003201288,0.0002745347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001869658,0.0007557286,0.02944356,0.001371067,0.0008708896,0.002401813,0.1288188,0.00003384331,0.03098483,0.0367512,0.648963,0.1177355],"study_design_scores_gemma":[0.00117043,0.0001488077,0.06144961,0.00009987743,0.00007549052,0.0005067851,0.0276577,0.00002906825,0.002735938,0.001042582,0.9048496,0.0002341035],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8773116,0.02400807,0.0006243236,0.08838645,0.0006531766,0.001195047,0.00001915474,0.00009414623,0.007708028],"genre_scores_gemma":[0.9835407,0.0001501059,0.0008485533,0.006502075,0.00030504,0.00007813766,0.00001414154,0.00003147287,0.008529828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2558866,"threshold_uncertainty_score":0.7711256,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}