{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":14,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":14,"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":"aba2160cd79d","filters":{"venue":"Health and Social Care Delivery Research"}},"results":[{"id":"W4300967460","doi":"10.3310/rtlh7522","title":"Complex speech-language therapy interventions for stroke-related aphasia: the RELEASE study incorporating a systematic review and individual participant data network meta-analysis","year":2022,"lang":"en","type":"review","venue":"Health and Social Care Delivery Research","topic":"Neurobiology of Language and Bilingualism","field":"Neuroscience","cited_by":26,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto","funders":"European Social Fund; Health and Social Care Delivery Research; National Health and Medical Research Council; Medical Research Council; National Institutes of Health; National Institute for Health and Care Research; Bundesministerium für Bildung und Forschung; Stichting Coolsingel; Health Services and Delivery Research Programme; University of Manchester; Health Technology Assessment Programme; European Commission; Stroke Association; Chief Scientist Office, Scottish Government Health and Social Care Directorate; Tavistock Trust for Aphasia; Department of Health and Social Care; State Health Research Advisory Council; GW Pharmaceuticals; Scottish Government","keywords":"Aphasia; Psychological intervention; Meta-analysis; Medicine; Psychology; Psychiatry","authors":[{"name":"Marian Brady","is_ca":false},{"name":"Myzoon Ali","is_ca":false},{"name":"Kathryn VandenBerg","is_ca":false},{"name":"Linda Williams","is_ca":false},{"name":"Louise R. Williams","is_ca":false},{"name":"Masahiro Abo","is_ca":false},{"name":"Frank Becker","is_ca":false},{"name":"Audrey Bowen","is_ca":false},{"name":"Caitlin Brandenburg","is_ca":false},{"name":"Caterina Breitenstein","is_ca":false},{"name":"Stefanie Bruehl","is_ca":false},{"name":"David A. Copland","is_ca":false},{"name":"Tamara Cranfill","is_ca":false},{"name":"Marie di Pietro-Bachmann","is_ca":false},{"name":"Pam Enderby","is_ca":false},{"name":"Joanne Fillingham","is_ca":false},{"name":"Federica Galli","is_ca":false},{"name":"Marialuisa Gandolfi","is_ca":false},{"name":"Bertrand Glize","is_ca":false},{"name":"Erin Godecke","is_ca":false},{"name":"Neil Hawkins","is_ca":false},{"name":"Katerina Hilari","is_ca":false},{"name":"Jacqueline Hinckley","is_ca":false},{"name":"Simon Horton","is_ca":false},{"name":"David Howard","is_ca":false},{"name":"Petra Jaecks","is_ca":false},{"name":"Elizabeth Jefferies","is_ca":false},{"name":"Luís M. T. Jesus","is_ca":false},{"name":"Maria Kambanaros","is_ca":false},{"name":"Eun Kyoung Kang","is_ca":false},{"name":"Eman M. Khedr","is_ca":false},{"name":"Anthony Pak‐Hin Kong","is_ca":false},{"name":"Tarja Kukkonen","is_ca":false},{"name":"Marina Laganaro","is_ca":false},{"name":"Matthew A. Lambon Ralph","is_ca":false},{"name":"Ann Charlotte Laska","is_ca":false},{"name":"Béatrice Leemann","is_ca":false},{"name":"Alexander Leff","is_ca":false},{"name":"Roxele Ribeiro Lima","is_ca":false},{"name":"Antje Lorenz","is_ca":false},{"name":"Brian MacWhinney","is_ca":false},{"name":"Rebecca Shisler Marshall","is_ca":false},{"name":"Flavia Mattioli","is_ca":false},{"name":"İlknur Maviş","is_ca":false},{"name":"Marcus Meinzer","is_ca":false},{"name":"Reza Nilipour","is_ca":false},{"name":"Enrique Noé","is_ca":false},{"name":"Nam‐Jong Paik","is_ca":false},{"name":"Rebecca Palmer","is_ca":false},{"name":"Ilias Papathanasiou","is_ca":false},{"name":"Brígida Patrício","is_ca":false},{"name":"Isabel Pavão Martins","is_ca":false},{"name":"Cathy J. Price","is_ca":false},{"name":"Tatjana Prizl Jakovac","is_ca":false},{"name":"Elizabeth Rochon","is_ca":true},{"name":"Miranda L. Rose","is_ca":false},{"name":"Charlotte Rosso","is_ca":false},{"name":"Ilona Rubi‐Fessen","is_ca":false},{"name":"Marina B. Ruiter","is_ca":false},{"name":"Claerwen Snell","is_ca":false},{"name":"Benjamin Stahl","is_ca":false},{"name":"Jerzy P. Szaflarski","is_ca":false},{"name":"Shirley Thomas","is_ca":false},{"name":"Mieke van de Sandt‐Koenderman","is_ca":false},{"name":"Ineke van der Meulen","is_ca":false},{"name":"Evy Visch‐Brink","is_ca":false},{"name":"Linda Worrall","is_ca":false},{"name":"Heather Harris Wright","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.8412447573024785,"gpt":0.5827984326745717,"spread":0.2584463246279068,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06001974,0.003445903,0.02577072,0.01235838,0.001223889,0.005338727,0.003406989,0.003265655,0.006811663],"category_scores_gemma":[0.1424666,0.002097661,0.0447876,0.01083715,0.001221769,0.00412737,0.003866066,0.002145635,0.0007051512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005861278,"about_ca_system_score_gemma":0.01145122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007346045,"about_ca_topic_score_gemma":0.01760126,"domain_scores_codex":[0.9378838,0.03491456,0.01775422,0.003858269,0.004591162,0.0009979901],"domain_scores_gemma":[0.9247307,0.05288204,0.01101082,0.004685314,0.006091356,0.0005998019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001622053,0.00004263013,0.001975776,0.5670415,0.4182591,0.0001045805,0.0001744836,0.0003564196,0.0001874176,0.0002659418,0.0007627753,0.0092073],"study_design_scores_gemma":[0.002479862,0.0003413518,0.002478349,0.08261184,0.9076784,0.00009014507,0.0001048892,0.0002653698,0.000142002,0.0004474426,0.003310512,0.00004975991],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01241536,0.9513646,0.007521019,0.0009087854,0.0007605645,0.0202939,0.005177614,0.0002568331,0.001301326],"genre_scores_gemma":[0.3015193,0.5265411,0.0418431,0.004123969,0.0005272618,0.1175628,0.005927274,0.0002644126,0.001690793],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06001974,"threshold_uncertainty_score":0.3174185,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388903204","doi":"10.3310/htjy8442","title":"What factors are associated with informal carers’ psychological morbidity during end-of-life home care? A systematic review and thematic synthesis of observational quantitative studies","year":2023,"lang":"en","type":"review","venue":"Health and Social Care Delivery Research","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Health and Social Care Delivery Research; Health Services and Delivery Research Programme; National Institute for Health and Care Research","keywords":"Observational study; Life review; Psychology; Gerontology; Thematic analysis; Medicine; Clinical psychology; Qualitative research; Alternative medicine; Sociology; Social science","authors":[{"name":"Tracey Shield","is_ca":false},{"name":"Kerin Bayliss","is_ca":false},{"name":"Alexander Hodkinson","is_ca":false},{"name":"Maria Panagioti","is_ca":false},{"name":"Alison Wearden","is_ca":false},{"name":"Jackie Flynn","is_ca":false},{"name":"Christine Rowland","is_ca":false},{"name":"Penny Bee","is_ca":false},{"name":"Morag Farquhar","is_ca":false},{"name":"Danielle Harris","is_ca":false},{"name":"Gunn Grande","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7226860324475206,"gpt":0.5906739654643667,"spread":0.1320120669831539,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05895988,0.002310733,0.01382387,0.03289215,0.001509896,0.00511939,0.002779587,0.002348995,0.002620753],"category_scores_gemma":[0.1636079,0.001939047,0.01330319,0.02534144,0.003160961,0.005485395,0.004087256,0.001777583,0.0001925507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01149555,"about_ca_system_score_gemma":0.02334012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01148111,"about_ca_topic_score_gemma":0.01941586,"domain_scores_codex":[0.9325668,0.03081158,0.02599653,0.003287334,0.006342841,0.0009948306],"domain_scores_gemma":[0.8698292,0.0971529,0.02178139,0.00240419,0.008295825,0.0005364468],"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":[0.000158616,0.00001688059,0.001219026,0.9673839,0.01027158,0.0001039501,0.002237059,0.0001216264,0.0001319828,0.0004174272,0.0004499567,0.01748814],"study_design_scores_gemma":[0.0001859239,0.0001584986,0.003754585,0.9247152,0.05934196,0.0002384859,0.003646357,0.0001609829,0.0002355171,0.0007347711,0.006766376,0.00006145331],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008017041,0.9796724,0.002115266,0.001169109,0.0002849844,0.006487221,0.001645654,0.00002281786,0.000585495],"genre_scores_gemma":[0.1118592,0.8477936,0.01096064,0.001663053,0.000171978,0.02611116,0.001102797,0.00002666144,0.0003109931],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05895988,"threshold_uncertainty_score":0.3118134,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4311892476","doi":"10.3310/ivqj9044","title":"Health literacy interventions for reducing the use of primary and emergency services for minor health problems: a systematic review","year":2022,"lang":"en","type":"review","venue":"Health and Social Care Delivery Research","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Health and Social Care Delivery Research; Department of Health and Social Care; Health Services and Delivery Research Programme; National Institute for Health and Care Research","keywords":"Psychological intervention; Health literacy; Minor (academic); Cochrane Library; Health care; Medicine; Stakeholder; Literacy; Systematic review; Nursing; MEDLINE; Psychology; Public relations; Meta-analysis; Political science","authors":[{"name":"Alicia O’Cathain","is_ca":false},{"name":"Alexis Foster","is_ca":false},{"name":"Christopher Carroll","is_ca":false},{"name":"Louise Preston","is_ca":false},{"name":"Margaret Ogden","is_ca":false},{"name":"Mark Clowes","is_ca":false},{"name":"Joanne Protheroe","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5417113647051075,"gpt":0.6134480924231765,"spread":0.07173672771806905,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006903891,0.001339569,0.007120636,0.007371458,0.0006940449,0.002277497,0.001549096,0.002059791,0.005508333],"category_scores_gemma":[0.03062533,0.0008846118,0.006665751,0.006134416,0.0007872179,0.001858403,0.001441955,0.001388434,0.0002997018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004187438,"about_ca_system_score_gemma":0.01410338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008625365,"about_ca_topic_score_gemma":0.02498353,"domain_scores_codex":[0.994828,0.002147976,0.00139028,0.0003227056,0.001091951,0.000219061],"domain_scores_gemma":[0.9811097,0.01432745,0.002797564,0.0001836304,0.001291684,0.0002898585],"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":[0.0002383173,0.00004386853,0.0002846198,0.9479935,0.004021064,0.00005266524,0.0002395521,0.00009626603,0.00009237336,0.0001864931,0.0007758095,0.04597549],"study_design_scores_gemma":[0.0005107292,0.000389885,0.002395877,0.9543308,0.03193388,0.000175422,0.0003627198,0.0001155644,0.0001745962,0.0002371358,0.009345041,0.00002825659],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002185983,0.9950967,0.0002136778,0.0002926984,0.0001201762,0.001361884,0.0002309,0.00001846113,0.0004793585],"genre_scores_gemma":[0.02248025,0.9736339,0.001176576,0.0004900839,0.00006730286,0.001838597,0.0001213694,0.00000521034,0.0001866549],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008625365,"threshold_uncertainty_score":0.03651166,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4312046087","doi":"10.3310/ekvl3541","title":"Understanding the potential factors affecting carers’ mental health during end-of-life home care: a meta synthesis of the research literature","year":2022,"lang":"en","type":"article","venue":"Health and Social Care Delivery Research","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Health and Social Care Delivery Research; Health Services and Delivery Research Programme; National Institute for Health and Care Research","keywords":"Critical appraisal; PsycINFO; Mental health; Observational study; Psychological intervention; CINAHL; Systematic review; Medicine; Quality of life (healthcare); Qualitative research; MEDLINE; Psychology; Nursing; Gerontology; Psychiatry; Alternative medicine","authors":[{"name":"Gunn Grande","is_ca":false},{"name":"Tracey Shield","is_ca":false},{"name":"Kerin Bayliss","is_ca":false},{"name":"Christine Rowland","is_ca":false},{"name":"Jackie Flynn","is_ca":false},{"name":"Penny Bee","is_ca":false},{"name":"Alexander Hodkinson","is_ca":false},{"name":"Maria Panagioti","is_ca":false},{"name":"Morag Farquhar","is_ca":false},{"name":"Danielle Harris","is_ca":false},{"name":"Alison Wearden","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4094339028911067,"gpt":0.4825794851323341,"spread":0.07314558224122741,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05903924,0.002621494,0.0158753,0.01636493,0.000996639,0.006525998,0.002947448,0.00296765,0.004170678],"category_scores_gemma":[0.1632984,0.001758887,0.02768236,0.01475284,0.001513795,0.004376825,0.003317374,0.002328771,0.0003039977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009015447,"about_ca_system_score_gemma":0.01550461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01077933,"about_ca_topic_score_gemma":0.02190633,"domain_scores_codex":[0.9576525,0.02113508,0.01436992,0.0023488,0.003719255,0.0007743912],"domain_scores_gemma":[0.855349,0.1178094,0.01655216,0.00275535,0.006820756,0.0007132589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006249271,0.00003702224,0.001994819,0.8334504,0.1446527,0.00007736316,0.0005312255,0.0002234101,0.0001054102,0.0002981001,0.0003234591,0.01768101],"study_design_scores_gemma":[0.0006132769,0.0004867197,0.005093434,0.3905029,0.5973507,0.0001314096,0.0006593766,0.0002180116,0.0002497137,0.0007205558,0.003918668,0.00005521377],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004269296,0.990608,0.001180595,0.000485258,0.0002136522,0.002306203,0.0005446093,0.00002211079,0.0003704401],"genre_scores_gemma":[0.1230005,0.8551171,0.006438168,0.001289305,0.0002494102,0.01277707,0.0007788442,0.00003533256,0.0003141042],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05903924,"threshold_uncertainty_score":0.312233,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4283658278","doi":"10.3310/qbbz1124","title":"Interventions to optimise the outputs of national clinical audits to improve the quality of health care: a multi-method study including RCT","year":2022,"lang":"en","type":"article","venue":"Health and Social Care Delivery Research","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Women's College Hospital; University of Toronto; Ottawa Hospital","funders":"Health Services and Delivery Research Programme","keywords":"Audit; Psychological intervention; Medicine; Randomized controlled trial; Nursing; Psychology; Medical education; Business; Accounting","authors":[{"name":"Thomas A. Willis","is_ca":false},{"name":"Alexandra Wright‐Hughes","is_ca":false},{"name":"Ana Weller","is_ca":false},{"name":"Sarah Alderson","is_ca":false},{"name":"Stephanie Wilson","is_ca":false},{"name":"Rebecca Walwyn","is_ca":false},{"name":"Su Wood","is_ca":false},{"name":"Fabiana Lorencatto","is_ca":false},{"name":"Amanda Farrin","is_ca":false},{"name":"Suzanne Hartley","is_ca":false},{"name":"Jill Francis","is_ca":false},{"name":"Valentine Seymour","is_ca":false},{"name":"Jamie Brehaut","is_ca":true},{"name":"Heather Colquhoun","is_ca":true},{"name":"Jeremy Grimshaw","is_ca":true},{"name":"Noah Ivers","is_ca":true},{"name":"Richard Feltbower","is_ca":false},{"name":"Justin Keen","is_ca":false},{"name":"Benjamin Brown","is_ca":false},{"name":"Justin Presseau","is_ca":true},{"name":"Chris P Gale","is_ca":false},{"name":"Simon Stanworth","is_ca":false},{"name":"Robbie Foy","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7209539099655999,"gpt":0.7084198661363137,"spread":0.01253404382928625,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07668161,0.002546046,0.004278525,0.003289815,0.001417675,0.003193591,0.001925618,0.003815718,0.008902893],"category_scores_gemma":[0.09328896,0.001978033,0.004486555,0.00291173,0.001919273,0.003665265,0.003089702,0.001640712,0.001068386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004600316,"about_ca_system_score_gemma":0.007223679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001263447,"about_ca_topic_score_gemma":0.002080928,"domain_scores_codex":[0.892158,0.08176839,0.0144602,0.004046952,0.005225748,0.002340641],"domain_scores_gemma":[0.9198332,0.05483408,0.01277822,0.006237352,0.004787124,0.00152994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.3198914,0.135227,0.01484281,0.0997225,0.01545655,0.0004796212,0.01258923,0.007014014,0.007262671,0.00370782,0.002146856,0.3816597],"study_design_scores_gemma":[0.5691139,0.3529191,0.023715,0.01343062,0.0146802,0.0002712378,0.003236406,0.004758957,0.004664902,0.003140554,0.009728097,0.0003409722],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5267446,0.008887098,0.023508,0.0007414985,0.0006447549,0.4342022,0.001118467,0.000323186,0.003830151],"genre_scores_gemma":[0.4711512,0.002710211,0.06649786,0.0006215113,0.0002719963,0.4572024,0.0002303598,0.00004648013,0.001267931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07668161,"threshold_uncertainty_score":0.4055359,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408257353","doi":"10.3310/qplf8546","title":"The implementation of Safety Management Systems in healthcare: a systematic review and international comparison","year":2025,"lang":"en","type":"review","venue":"Health and Social Care Delivery Research","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Health Services and Delivery Research Programme","keywords":"Patient safety; Context (archaeology); Health care; Safety assurance; Safety management systems; Occupational safety and health; Business; Systematic review; Risk management; MEDLINE; Medicine; Management system; Risk analysis (engineering); Operations management; Political science; Engineering","authors":[{"name":"Zhivko Zhelev","is_ca":false},{"name":"Siân de Bell","is_ca":false},{"name":"Alison Bethel","is_ca":false},{"name":"Rob Anderson","is_ca":false},{"name":"Jo Thompson Coon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2845488148604581,"gpt":0.6193473222143446,"spread":0.3347985073538866,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04020331,0.001441526,0.01004528,0.0189189,0.0009816501,0.003783219,0.002361442,0.001994383,0.00331782],"category_scores_gemma":[0.1372003,0.001049814,0.009573585,0.02511352,0.001845767,0.004620603,0.00307652,0.001756351,0.000242616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01010499,"about_ca_system_score_gemma":0.02479493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009283061,"about_ca_topic_score_gemma":0.02176059,"domain_scores_codex":[0.9467042,0.0193994,0.02172691,0.002430063,0.008799512,0.0009398466],"domain_scores_gemma":[0.8688458,0.08563639,0.0289374,0.002214429,0.0132614,0.001104614],"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":[0.0004510051,0.00003323374,0.001927291,0.9487116,0.01405713,0.00007089343,0.0008380793,0.0001349143,0.00009415251,0.0004047057,0.000915619,0.03236128],"study_design_scores_gemma":[0.0005391571,0.0004821952,0.0102987,0.9072285,0.06776126,0.0002856558,0.001312716,0.0001548686,0.0002182929,0.0004345256,0.01122541,0.00005861658],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005653571,0.9908721,0.0003866655,0.0004393558,0.000143879,0.001232931,0.0007115422,0.00001361372,0.0005463294],"genre_scores_gemma":[0.06940181,0.9233313,0.002234955,0.0007174601,0.00009110678,0.00337153,0.0007036025,0.00001584334,0.0001323493],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04020331,"threshold_uncertainty_score":0.212618,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400950231","doi":"10.3310/krwq5829","title":"Using Palliative Care Needs Rounds in the UK for care home staff and residents: an implementation science study","year":2024,"lang":"en","type":"article","venue":"Health and Social Care Delivery Research","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","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":"Health and Social Care Delivery Research; Department of Health and Social Care; Health Services and Delivery Research Programme; Economic and Social Research Council; National Institute for Health and Care Research","keywords":"Palliative care; Nursing; Medicine; Family medicine","authors":[{"name":"Liz Forbat","is_ca":false},{"name":"Aisha Macgregor","is_ca":false},{"name":"Karen Spilsbury","is_ca":false},{"name":"Brendan McCormack","is_ca":false},{"name":"Alasdair Rutherford","is_ca":false},{"name":"Barbara Hanratty","is_ca":false},{"name":"Jo Hockley","is_ca":false},{"name":"Lisa Davison","is_ca":false},{"name":"Margaret Ogden","is_ca":false},{"name":"Irene Soulsby","is_ca":false},{"name":"Maisie McKenzie","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5240860402233122,"gpt":0.6420288474385082,"spread":0.117942807215196,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1029849,0.001067444,0.001455055,0.002313398,0.004144512,0.003830856,0.00217316,0.002483616,0.002029916],"category_scores_gemma":[0.1223935,0.001743902,0.001513178,0.002124843,0.003945289,0.003594154,0.005913149,0.003207628,0.0002970083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02218552,"about_ca_system_score_gemma":0.03369431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.027031,"about_ca_topic_score_gemma":0.04522683,"domain_scores_codex":[0.8971827,0.08058203,0.005882518,0.002683151,0.007663804,0.006005784],"domain_scores_gemma":[0.8844582,0.06998231,0.01009253,0.008173591,0.01986717,0.007426357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.004563449,0.05121112,0.1290248,0.006733627,0.0006530632,0.001509588,0.4258804,0.001511932,0.001911814,0.002194602,0.003451652,0.371354],"study_design_scores_gemma":[0.008491362,0.1121191,0.3443676,0.007125729,0.001166715,0.0006835902,0.4936461,0.002745058,0.003227871,0.001259458,0.02454783,0.0006195846],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829743,0.000340238,0.001797095,0.000737385,0.00005013387,0.01271571,0.0001308955,0.00002955446,0.001224763],"genre_scores_gemma":[0.947534,0.001009576,0.01414434,0.00115969,0.00006632742,0.03451534,0.0002811745,0.00002543889,0.001264214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1029849,"threshold_uncertainty_score":0.5446427,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408076477","doi":"10.3310/htbt7685","title":"Optimisation of the deployment of automated external defibrillators in public places in England","year":2025,"lang":"en","type":"article","venue":"Health and Social Care Delivery Research","topic":"Cardiac Arrest and Resuscitation","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":"Queen's University; University of Toronto","funders":"Health and Social Care Delivery Research; Department of Health and Social Care; Health Services and Delivery Research Programme; National Institute for Health and Care Research","keywords":"Automated external defibrillator; Defibrillation; Software deployment; Medicine; Medical emergency; Basic life support; Emergency medical services; Emergency medicine; Return of spontaneous circulation; Cardiopulmonary resuscitation; Resuscitation; Computer science; Internal medicine","authors":[{"name":"Terry Brown","is_ca":false},{"name":"Lazaros Andronis","is_ca":false},{"name":"Asmaa El-Banna","is_ca":false},{"name":"Kwan Leung","is_ca":true},{"name":"Theodoros N. Arvanitis","is_ca":false},{"name":"Charles D. Deakin","is_ca":false},{"name":"A Niroshan Siriwardena","is_ca":false},{"name":"John Long","is_ca":false},{"name":"Gareth Clegg","is_ca":false},{"name":"Steven C. Brooks","is_ca":true},{"name":"Tim Chan","is_ca":true},{"name":"Steve Irving","is_ca":false},{"name":"Larry Walker","is_ca":false},{"name":"Craig Mortimer","is_ca":false},{"name":"Sandra Igbodo","is_ca":false},{"name":"Gavin D. Perkins","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05291220050973754,"gpt":0.3966899138507847,"spread":0.3437777133410471,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002325475,0.0008295766,0.0008637696,0.001085245,0.0004801315,0.002015336,0.001314567,0.001198768,0.002834518],"category_scores_gemma":[0.01101167,0.0006548273,0.001010538,0.001380505,0.0006929408,0.001456566,0.001553097,0.0007020125,0.0003453411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009759173,"about_ca_system_score_gemma":0.003168473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1010952,"about_ca_topic_score_gemma":0.07707922,"domain_scores_codex":[0.9969786,0.001541207,0.000178265,0.0003525881,0.00033666,0.000612644],"domain_scores_gemma":[0.9938939,0.003592285,0.0009325791,0.0002451454,0.0008209349,0.0005150874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008742967,0.0005923533,0.03764368,0.0007096488,0.0001939977,0.0008994243,0.0004964699,0.9282213,0.001886936,0.002596237,0.001068147,0.02481752],"study_design_scores_gemma":[0.0004751632,0.004130298,0.1974358,0.0002831849,0.0003173348,0.0005248343,0.004641337,0.7818373,0.001862739,0.003243617,0.005090086,0.0001583143],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815762,0.0006028146,0.01068924,0.0003833212,0.00002649501,0.0004349603,0.001397972,0.00007763535,0.004811503],"genre_scores_gemma":[0.9964965,0.0001856087,0.002223423,0.00001688825,0.000003715343,0.00008784082,0.0002689003,0.000008183742,0.0007089143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1010952,"threshold_uncertainty_score":0.2010136,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411329562","doi":"10.3310/gydw4507","title":"Enhancing referrals to Child and Adolescent Mental Health Services: the EN-CAMHS mixed-methods study","year":2025,"lang":"en","type":"article","venue":"Health and Social Care Delivery Research","topic":"Adolescent and Pediatric Healthcare","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Health Services and Delivery Research Programme","keywords":"Mental health; Referral; Medicine; Quarter (Canadian coin); National Service Framework; Psychiatry; Service (business); Psychology; Nursing; Family medicine","authors":[{"name":"Kathryn M. Abel","is_ca":false},{"name":"Pauline Whelan","is_ca":false},{"name":"Lesley‐Anne Carter","is_ca":false},{"name":"Heidi Tranter","is_ca":false},{"name":"Charlotte Stockton-Powdrell","is_ca":false},{"name":"Kerry Gutridge","is_ca":false},{"name":"Lamiece Hassan","is_ca":false},{"name":"Rachel Elvins","is_ca":false},{"name":"Julian Edbrooke‐Childs","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1174863779824169,"gpt":0.5700732598229411,"spread":0.4525868818405243,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02002838,0.0009891297,0.001262375,0.001810067,0.002701632,0.002161235,0.001783925,0.001535541,0.003786501],"category_scores_gemma":[0.015915,0.001456443,0.001772779,0.00212806,0.0009789201,0.002582503,0.002742119,0.001697022,0.0008939854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003145927,"about_ca_system_score_gemma":0.003368604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02249484,"about_ca_topic_score_gemma":0.05192697,"domain_scores_codex":[0.9875765,0.009157639,0.0009260325,0.0005964311,0.0009159665,0.0008274641],"domain_scores_gemma":[0.9908686,0.004208986,0.001639097,0.0009612214,0.001653496,0.0006687294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00420884,0.01460417,0.8553027,0.003011656,0.001990353,0.001031218,0.05592658,0.000232746,0.0006334577,0.001663991,0.004831022,0.05656322],"study_design_scores_gemma":[0.00208138,0.01473143,0.8064824,0.003479716,0.001599535,0.001586975,0.1507669,0.00178515,0.000666064,0.001519264,0.01503482,0.0002663581],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900393,0.001336429,0.00132424,0.0004064098,0.00005564633,0.004129712,0.001207985,0.00001726093,0.001483096],"genre_scores_gemma":[0.9666592,0.002000239,0.008886515,0.002364694,0.0001079079,0.01627284,0.001669356,0.00002962043,0.002009655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02249484,"threshold_uncertainty_score":0.1059214,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7152087183","doi":"10.3310/asgw2227","title":"Evidence base to inform health service configuration for abortion provision: the SACHA (Shaping Abortion for Change) multi-component study","year":2025,"lang":"en","type":"article","venue":"Health and Social Care Delivery Research","topic":"Reproductive Health and Contraception","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":"Health Services and Delivery Research Programme","keywords":"Abortion; Social care; Health care; Health services; Service (business); Reproductive health","authors":[{"name":"Kaye Wellings","is_ca":false},{"name":"Rebecca French","is_ca":false},{"name":"Annette Aronsson","is_ca":false},{"name":"Paula Baraitser","is_ca":false},{"name":"Stephen Cameron","is_ca":false},{"name":"Caroline Free","is_ca":false},{"name":"Louise Keogh","is_ca":false},{"name":"Maria Lewandowska","is_ca":false},{"name":"Patricia A. Lohr","is_ca":false},{"name":"Rebecca Meiksin","is_ca":false},{"name":"Ona McCarthy","is_ca":false},{"name":"Clare Murphy","is_ca":false},{"name":"Wendy V. Norman","is_ca":false},{"name":"Melissa Palmer","is_ca":false},{"name":"Jennifer Reiter","is_ca":false},{"name":"Natasha Salaria","is_ca":false},{"name":"Rachel Scott","is_ca":false},{"name":"Jill Shawe","is_ca":false},{"name":"S. Sheldon","is_ca":false},{"name":"Geoff Wong","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4469415669865801,"gpt":0.539570012149426,"spread":0.09262844516284596,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1114907,0.001209048,0.004002745,0.009715778,0.002519355,0.007936924,0.002127292,0.003784003,0.008113653],"category_scores_gemma":[0.2616258,0.001446771,0.006901808,0.01336931,0.001669753,0.005170364,0.007377476,0.002514129,0.0008482501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0157523,"about_ca_system_score_gemma":0.05398705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02107146,"about_ca_topic_score_gemma":0.05084034,"domain_scores_codex":[0.8991688,0.07137465,0.01415598,0.002667961,0.01095625,0.001676324],"domain_scores_gemma":[0.6815518,0.2459342,0.02519216,0.01315969,0.03008484,0.004077262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.006836584,0.002941909,0.08119515,0.3304886,0.02475752,0.0006970821,0.03421501,0.003567019,0.0007601031,0.01421135,0.02551301,0.4748167],"study_design_scores_gemma":[0.009471333,0.01154377,0.2009605,0.5336026,0.05900769,0.0007279073,0.0393899,0.004824565,0.001165769,0.01205026,0.1268154,0.0004404434],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4114292,0.2691527,0.02992172,0.04374404,0.002569568,0.1756023,0.03558648,0.0004537646,0.03154034],"genre_scores_gemma":[0.6793341,0.06255031,0.11564,0.007480318,0.0003672224,0.1253575,0.00748041,0.00009067012,0.001699374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1114907,"threshold_uncertainty_score":0.5896262,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405671372","doi":"10.3310/rtky7521","title":"Clinical and cost-effectiveness of first contact physiotherapy for musculoskeletal disorders in primary care: the FRONTIER, mixed method realist evaluation","year":2024,"lang":"en","type":"article","venue":"Health and Social Care Delivery Research","topic":"Nursing Roles and Practices","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre for Advancing Health Outcomes","funders":"Health and Social Care Delivery Research; Department of Health and Social Care; Health Services and Delivery Research Programme; National Institute for Health and Care Research","keywords":"Medicine; Physical therapy; Family medicine; Nursing","authors":[{"name":"Nicola Walsh","is_ca":false},{"name":"Alice Berry","is_ca":false},{"name":"Serena Halls","is_ca":false},{"name":"Rachel Thomas","is_ca":false},{"name":"Hannah Stott","is_ca":false},{"name":"Cathy Liddiard","is_ca":false},{"name":"Zoe Anchors","is_ca":false},{"name":"Fiona Cramp","is_ca":false},{"name":"Margaret Cupples","is_ca":false},{"name":"Peter Williams","is_ca":false},{"name":"Heather Gage","is_ca":false},{"name":"Daniel T. Jackson","is_ca":false},{"name":"Paula Kersten","is_ca":false},{"name":"Dave Foster","is_ca":false},{"name":"Justin Jagosh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1815772327782394,"gpt":0.6060859420673467,"spread":0.4245087092891073,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03538569,0.001240013,0.002044292,0.0019624,0.0005081926,0.001624565,0.001492306,0.001767578,0.003257437],"category_scores_gemma":[0.06358646,0.0007927578,0.004610458,0.001592875,0.001055359,0.00183051,0.001596381,0.0009872203,0.0002567082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005810967,"about_ca_system_score_gemma":0.002218009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00485697,"about_ca_topic_score_gemma":0.005058127,"domain_scores_codex":[0.9244273,0.06873801,0.001929119,0.001104056,0.002961674,0.0008398118],"domain_scores_gemma":[0.9305675,0.05784871,0.006555169,0.001744189,0.002164547,0.001119902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.3283731,0.03772062,0.3458392,0.01726118,0.0320252,0.0007195609,0.00438864,0.03429977,0.001015855,0.003083796,0.002297197,0.192976],"study_design_scores_gemma":[0.07189519,0.4974266,0.3612989,0.002135509,0.009608826,0.0007103194,0.003629094,0.04746712,0.001090258,0.002224224,0.002234746,0.0002791914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881976,0.003378852,0.002164848,0.0003343724,0.00005819948,0.004038033,0.0007751925,0.00001524373,0.001037751],"genre_scores_gemma":[0.9918742,0.0009325293,0.003298809,0.0001343537,0.00004735458,0.003179949,0.0002906474,0.000004761867,0.0002375285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03538569,"threshold_uncertainty_score":0.1871396,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7131212033","doi":"10.3310/gjak4819","title":"Ethnic differences in injury mortality rates among adult emergency healthcare service users in high-income countries: a scoping review","year":2025,"lang":"en","type":"article","venue":"Health and Social Care Delivery Research","topic":"Trauma and Emergency Care Studies","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":"Health Services and Delivery Research Programme","keywords":"Ethnic group; Health care; Occupational safety and health; Service (business); Suicide prevention; Poison control; Healthcare service; Injury prevention; Human factors and ergonomics","authors":[{"name":"Gargi Naha","is_ca":false},{"name":"Fadi Baghdadi","is_ca":false},{"name":"Alan Watkins","is_ca":false},{"name":"Alison Porter","is_ca":false},{"name":"Akash John","is_ca":false},{"name":"Bridie Evans","is_ca":false},{"name":"Jenna Jones","is_ca":false},{"name":"Julia Williams","is_ca":false},{"name":"Niroshan Siriwardena","is_ca":false},{"name":"Ronan Lyons","is_ca":false},{"name":"S Goodacre","is_ca":false},{"name":"Helen Snooks","is_ca":false},{"name":"Ashrafunnesa Khanom","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1491002194795241,"gpt":0.5026905284854782,"spread":0.3535903090059541,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01322073,0.001366757,0.005465738,0.02057108,0.0009203412,0.003742271,0.002170486,0.00230302,0.003979424],"category_scores_gemma":[0.08245455,0.001208792,0.008417462,0.01853411,0.001095124,0.003201867,0.002336084,0.001225307,0.0003631529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003376487,"about_ca_system_score_gemma":0.01094781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01364131,"about_ca_topic_score_gemma":0.0219414,"domain_scores_codex":[0.9894968,0.00260036,0.005312263,0.0006932109,0.001550107,0.0003471769],"domain_scores_gemma":[0.9329451,0.05126947,0.009751408,0.0006920886,0.005010601,0.0003313268],"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":[0.0001486947,0.00002599046,0.004211953,0.9117255,0.008713814,0.000138537,0.0007518711,0.0001687487,0.00007489198,0.0003807724,0.002833951,0.07082536],"study_design_scores_gemma":[0.00003918269,0.00006682755,0.00865203,0.9566547,0.02228528,0.0002736796,0.0006636896,0.00005755535,0.00009112561,0.0002256439,0.01096392,0.00002650078],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00212202,0.9958028,0.0001387756,0.0004137054,0.0001444934,0.0002282573,0.0006363768,0.000007708814,0.0005058286],"genre_scores_gemma":[0.01750727,0.9806889,0.0003457264,0.0004193354,0.00009121526,0.0004351367,0.0004249806,0.000005556239,0.00008187439],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02057108,"threshold_uncertainty_score":0.06991875,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7133358921","doi":"10.3310/gjcc0605","title":"Digital alerting to improve sepsis detection and patient outcomes in NHS Trusts: a multi-methods study","year":2025,"lang":"en","type":"article","venue":"Health and Social Care Delivery Research","topic":"Sepsis Diagnosis and Treatment","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":"Institute of Infection and Immunity","funders":"Health Services and Delivery Research Programme","keywords":"Sepsis; Health care; Digital health; Social care; MEDLINE; Public health","authors":[{"name":"Kate Honeyford","is_ca":false},{"name":"Graham Cooke","is_ca":false},{"name":"Anne Kinderler","is_ca":false},{"name":"John R Welch","is_ca":false},{"name":"Andrew Brent","is_ca":false},{"name":"Ben Glampson","is_ca":false},{"name":"Sarah Tonkin‐Crine","is_ca":false},{"name":"Runa Lazzarino","is_ca":false},{"name":"Shashank Patil","is_ca":false},{"name":"Peter Ghazal","is_ca":true},{"name":"Pippa Goodman","is_ca":false},{"name":"Ron Daniels","is_ca":false},{"name":"Anthony Gordon","is_ca":false},{"name":"Céire Costelloe","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1580734890762661,"gpt":0.5257231535787418,"spread":0.3676496645024757,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03111527,0.001018074,0.001729717,0.003056189,0.001787571,0.003068554,0.001385607,0.001304801,0.00450968],"category_scores_gemma":[0.06353729,0.001311236,0.004744376,0.003758942,0.001279766,0.00359159,0.004315034,0.001317999,0.0005695978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008142835,"about_ca_system_score_gemma":0.0076066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01986194,"about_ca_topic_score_gemma":0.01887557,"domain_scores_codex":[0.9578862,0.0269939,0.006211122,0.002545461,0.003492247,0.002871157],"domain_scores_gemma":[0.9377257,0.02755293,0.02098307,0.003652867,0.006867734,0.003217713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006547668,0.008043104,0.905581,0.003690887,0.003847263,0.0005515459,0.02685309,0.0006759741,0.0004664908,0.0006216669,0.001392185,0.04172912],"study_design_scores_gemma":[0.00293109,0.02892016,0.8967153,0.003301829,0.003011371,0.0005488092,0.05378647,0.004682931,0.0005784217,0.0005831307,0.004651081,0.0002892957],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931531,0.001250952,0.001339572,0.0003117255,0.00003395326,0.002702689,0.0007086567,0.00001123187,0.0004881389],"genre_scores_gemma":[0.9880621,0.0006694963,0.003362965,0.0004181318,0.00004821302,0.006682161,0.0003043477,0.00001304373,0.0004396119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03111527,"threshold_uncertainty_score":0.1645552,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7134825705","doi":"10.3310/gjkr4724","title":"‘Tired of spinning plates’: Synopsis of mixed methods exploration of mental health experiences of adult/older carers of adults with learning disabilities","year":2025,"lang":"en","type":"article","venue":"Health and Social Care Delivery Research","topic":"Down syndrome and intellectual disability research","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":"Queen's University","funders":"Health Services and Delivery Research Programme","keywords":"Mental health; Qualitative research; Mental health care; Health care; Social care","authors":[{"name":"Katherine Runswick-Cole","is_ca":false},{"name":"Sara Ryan","is_ca":false},{"name":"Martina Smith","is_ca":false},{"name":"Chris Hatton","is_ca":false},{"name":"Patty Douglas","is_ca":true},{"name":"Clare Kassa","is_ca":false},{"name":"Rosamaria E. Kostic Cisneros","is_ca":false},{"name":"Liz Croot","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09755777539570006,"gpt":0.4726230937547829,"spread":0.3750653183590829,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06193063,0.002005834,0.003107359,0.01308335,0.009301541,0.0104041,0.004433197,0.004281155,0.003658331],"category_scores_gemma":[0.06670039,0.001448236,0.002665001,0.01548605,0.008923188,0.00787986,0.01533985,0.003454183,0.0004969055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006798308,"about_ca_system_score_gemma":0.01161978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005956437,"about_ca_topic_score_gemma":0.02103953,"domain_scores_codex":[0.9301226,0.05543981,0.007331727,0.001784446,0.003620548,0.001700873],"domain_scores_gemma":[0.9109738,0.07827219,0.003844453,0.002046934,0.0037954,0.001067155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008344823,0.00005974615,0.001571875,0.02010712,0.0001203185,0.001650416,0.9123035,0.00006728571,0.0009093088,0.001679017,0.002544401,0.05890351],"study_design_scores_gemma":[0.00002131261,0.0002593958,0.005917701,0.04545982,0.0001658542,0.002965047,0.8681921,0.00009600034,0.000590736,0.001407572,0.07484962,0.00007489495],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3513862,0.5404302,0.03912317,0.0184772,0.003451958,0.0163848,0.003467614,0.0002447873,0.02703405],"genre_scores_gemma":[0.5513579,0.3048869,0.0712657,0.01309825,0.001168232,0.04543112,0.002473516,0.0006935148,0.009624942],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06193063,"threshold_uncertainty_score":0.3275244,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}