{"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":"fe59f5b9cfba","filters":{"venue":"Human Systems Therapy Culture and Attachments"}},"results":[{"id":"W4404004463","doi":"10.1177/26344041241269298","title":"Evolving national guidelines for the treatment of children and adolescents with gender dysphoria: International perspectives","year":2024,"lang":"en","type":"article","venue":"Human Systems Therapy Culture and Attachments","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":18,"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":"Gender dysphoria; Psychological intervention; Government (linguistics); Transgender; Medicine; Harm; Psychology; Psychiatry; Social psychology","authors":[{"name":"Kasia Kozlowska","is_ca":false},{"name":"Geoffrey Ambler","is_ca":false},{"name":"Sophie Dechêne","is_ca":false},{"name":"Mari Cruz Almaraz","is_ca":false},{"name":"Caroline Eliacheff","is_ca":false},{"name":"Kirsty Entwistle","is_ca":false},{"name":"Isabel Esteva","is_ca":false},{"name":"Esther Gómez‐Gil","is_ca":false},{"name":"Paul L. Hofman","is_ca":false},{"name":"Patrick K. Hunter","is_ca":false},{"name":"Riittakerttu Kaltiala‐Heino","is_ca":false},{"name":"Beryl Koener","is_ca":false},{"name":"Mikael Landén","is_ca":false},{"name":"Alexandre Ledrait","is_ca":false},{"name":"Ann Maguire","is_ca":false},{"name":"Céline Masson","is_ca":false},{"name":"Stella O’Malley","is_ca":false},{"name":"Melissa Raven","is_ca":false},{"name":"Hannah Ryan","is_ca":false},{"name":"Anne Wæhre","is_ca":false},{"name":"Catherine Williamson","is_ca":false},{"name":"Kenneth J. Zucker","is_ca":true},{"name":"Stephen Scher","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09058229619975838,"gpt":0.4396475963517566,"spread":0.3490653001519982,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001447938,0.0001485747,0.0001583144,0.00006483585,0.0002232863,0.0001250261,0.00008766846,0.00006365263,0.00003213966],"category_scores_gemma":[0.000003615588,0.00007859364,0.00005058547,0.00004855173,0.00006592232,0.00008542043,0.000007731323,0.00004901056,0.000003577819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006630304,"about_ca_system_score_gemma":0.00002081166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005691376,"about_ca_topic_score_gemma":0.00002547268,"domain_scores_codex":[0.9991503,0.00004531126,0.0002288355,0.0002602789,0.0001831026,0.0001321743],"domain_scores_gemma":[0.9995434,0.00002022394,0.0000816021,0.00009816077,0.000217981,0.00003868341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005238659,0.001400853,0.6426347,0.0008043819,0.005771303,0.000006871129,0.1117784,0.00001577838,0.001010284,0.04383053,0.1803904,0.01183263],"study_design_scores_gemma":[0.007289086,0.001571495,0.8666756,0.0003531147,0.0002718688,0.0001247757,0.006211346,0.0001796988,0.0000165653,0.000579963,0.1162969,0.0004296454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7112902,0.2791681,0.0002676696,0.0008759627,0.001934203,0.0022882,0.00025672,0.00006840408,0.003850449],"genre_scores_gemma":[0.9830561,0.006481419,0.00002849785,0.00008046755,0.001656701,0.0001417126,0.0000341358,0.00001664143,0.00850438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2726867,"threshold_uncertainty_score":0.3204955,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386357745","doi":"10.1177/26344041231199908","title":"Negotiating cultural relevance from within therapy conversations","year":2023,"lang":"en","type":"article","venue":"Human Systems Therapy Culture and Attachments","topic":"Counseling Practices and Supervision","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary; Mount Royal University","funders":"","keywords":"Situated; Multiculturalism; Psychology; Cultural humility; Relevance (law); Cultural competence; Cultural diversity; Negotiation; Context (archaeology); Social psychology; Sociology; Pedagogy; Anthropology","authors":[{"name":"Inés Sametband","is_ca":true},{"name":"Giacomo Chiara","is_ca":false},{"name":"Joaquín Gaete‐Silva","is_ca":true},{"name":"Tom Strong","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09007368010530849,"gpt":0.3929483337224263,"spread":0.3028746536171178,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003246487,0.0002393428,0.0002693207,0.00005704712,0.0005673642,0.0003166842,0.0001798018,0.0001633957,0.0002074653],"category_scores_gemma":[0.00001061074,0.000171001,0.00006753433,0.0002132204,0.00004813038,0.0003119986,0.00002324965,0.0002421747,0.0002906015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001866889,"about_ca_system_score_gemma":0.000008953056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001378258,"about_ca_topic_score_gemma":0.0000141203,"domain_scores_codex":[0.9983566,0.0002402813,0.0003850516,0.0004607202,0.0002839794,0.0002733992],"domain_scores_gemma":[0.9991468,0.0001148123,0.0002235218,0.0003314198,0.00009783644,0.00008565903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00087112,0.0008673765,0.08782506,0.00009920971,0.003010094,0.0001762921,0.5463275,0.0008992376,0.1250559,0.0181214,0.1631403,0.05360651],"study_design_scores_gemma":[0.006576225,0.0005666342,0.02655039,0.0002336015,0.00004459236,0.00002462401,0.05292127,0.001451588,0.0001324998,0.0003957172,0.9102706,0.000832312],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9691298,0.02502319,0.0000244618,0.000150055,0.002022458,0.0004987049,0.00004100426,0.0002656697,0.002844647],"genre_scores_gemma":[0.9788547,0.004890718,0.00003001251,0.0003002077,0.0005610953,0.00009115473,0.0002457816,0.00003233789,0.014994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7471302,"threshold_uncertainty_score":0.6973219,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410124945","doi":"10.1177/26344041251339817","title":"Factors related to post-traumatic stress disorder in parents of children with neurodevelopmental disabilities: A systematic review and narrative synthesis","year":2025,"lang":"en","type":"review","venue":"Human Systems Therapy Culture and Attachments","topic":"Family and Disability Support Research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University; Izaak Walton Killam Health Centre","funders":"IWK Health Centre; Children's Hospital Foundation","keywords":"Psychology; Traumatic stress; Narrative; Narrative review; Developmental psychology; Clinical psychology; Acute Stress Disorder; Psychotherapist; Posttraumatic stress; Literature","authors":[{"name":"Sydney F. Walker","is_ca":true},{"name":"Karen McEwan","is_ca":true},{"name":"A. R. Grant","is_ca":false},{"name":"Patrick J. McGrath","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05497622366591166,"gpt":0.3959310586618678,"spread":0.3409548349959561,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004938509,0.0007633925,0.003891489,0.0002573431,0.0001860502,0.0000781751,0.0004100106,0.0003059838,0.0001206052],"category_scores_gemma":[0.0001257134,0.000434768,0.0002048439,0.000516729,0.0001953921,0.0001081132,0.0001032539,0.0003840513,0.000007176393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001043272,"about_ca_system_score_gemma":0.0000782287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006689571,"about_ca_topic_score_gemma":0.0001415211,"domain_scores_codex":[0.9951763,0.001486882,0.001629928,0.0008740482,0.0004110768,0.0004217288],"domain_scores_gemma":[0.9981647,0.0004198396,0.0005114923,0.0006498126,0.00009240807,0.0001617503],"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":[0.00001637476,0.0007193605,0.06211601,0.8793225,0.002094837,0.000003653524,0.05308525,1.605086e-7,2.598699e-7,0.00008971985,0.000123131,0.002428685],"study_design_scores_gemma":[0.0008207131,0.0006993894,0.009985823,0.8292732,0.001493145,0.00003224415,0.1559821,8.041844e-8,3.46113e-7,0.000004160583,0.0008550492,0.000853773],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1280713,0.8613538,2.84283e-7,0.000008673742,0.00007161069,0.009721375,0.0004880724,0.00002573655,0.0002591142],"genre_scores_gemma":[0.0626412,0.9303265,0.000002413309,0.00005154123,0.00000848126,0.003611496,0.0005839971,0.00005854533,0.002715847],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1028968,"threshold_uncertainty_score":0.9998104,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}