{"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":"6f5756ce1479","filters":{"venue":"Royal College of Surgeons in Ireland"}},"results":[{"id":"W6926808355","doi":"10.25419/rcsi.12721487","title":"The Prevalence of Frailty in Older Adults Referred to Primary Care Physiotherapy and the Influence of Frailty Screening on the Clinical Practice of Physiotherapists : A Mixed Methods Study","year":2020,"lang":"en","type":"dissertation","venue":"Royal College of Surgeons in Ireland","topic":"Microbial Metabolism and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Primary care; Population; Observational study; Vulnerability (computing); Older people; Geriatrics; Health care; Qualitative research","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01565994877131839,"gpt":0.3678020817706339,"spread":0.3521421329993156,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009865336,0.0003589853,0.0008204803,0.002307786,0.001230545,0.001880081,0.0009365835,0.0009111394,0.001612813],"category_scores_gemma":[0.01122918,0.0008418218,0.001457094,0.002287249,0.0008553655,0.001481929,0.001712151,0.0005996796,0.0003248933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001415299,"about_ca_system_score_gemma":0.001076514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007773858,"about_ca_topic_score_gemma":0.01504774,"domain_scores_codex":[0.9928507,0.003867257,0.001178063,0.0005208134,0.001057384,0.0005258603],"domain_scores_gemma":[0.989851,0.00510722,0.002984748,0.0004609474,0.001014859,0.0005811177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002893455,0.000810607,0.9590859,0.0007286739,0.0002849031,0.000328375,0.03091174,0.00003708015,0.0003763139,0.00007437749,0.0001925722,0.006880244],"study_design_scores_gemma":[0.00008350267,0.003492374,0.9427299,0.000592255,0.0002093541,0.0007426839,0.05054529,0.0003794251,0.0002472987,0.00008590924,0.0008494158,0.00004255616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984061,0.0005524474,0.0001886569,0.00007801472,0.000005967792,0.0002940378,0.0001481353,0.000001798279,0.000324836],"genre_scores_gemma":[0.9977139,0.0005408511,0.0005372641,0.0001897958,0.00001768849,0.0006892982,0.0001317125,0.00000170677,0.000177705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009865336,"threshold_uncertainty_score":0.0521735,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6907750426","doi":"10.25419/rcsi.14866206","title":"‘He’s not lonely, he’s nearly been killed’ Teaching Disclosure of Medical Error through the Virtual Patient – an Exploratory Study","year":2022,"lang":"en","type":"dissertation","venue":"Royal College of Surgeons in Ireland","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Virtual patient; Exploratory research; Think aloud protocol; Instructional simulation; Virtual reality; Intervention (counseling); Inclusion (mineral); Qualitative research","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.03436391446996007,"gpt":0.3567335411924891,"spread":0.3223696267225291,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00837999,0.0004361173,0.0006724387,0.0009915956,0.004149701,0.002928085,0.001438723,0.001594097,0.002942084],"category_scores_gemma":[0.02008643,0.0006968042,0.0005339353,0.0004758076,0.003673432,0.002618174,0.003823468,0.0026147,0.000639796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001453164,"about_ca_system_score_gemma":0.002781049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001195191,"about_ca_topic_score_gemma":0.002446244,"domain_scores_codex":[0.9919966,0.006063293,0.0002279896,0.0003312197,0.0006098718,0.0007710009],"domain_scores_gemma":[0.9898992,0.006794234,0.001091447,0.0003917479,0.0005921912,0.001231239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002190298,0.003238684,0.01903996,0.0006306256,0.00002533899,0.003227442,0.9389375,0.0001313401,0.001939526,0.001201548,0.001348426,0.03006057],"study_design_scores_gemma":[0.00007261727,0.004048351,0.01760136,0.0006365215,0.00003546655,0.00405891,0.9542267,0.0004076532,0.001496752,0.0005518151,0.01679409,0.00006984047],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969327,0.0001944156,0.0005567368,0.0005015343,0.00002514666,0.0002029896,0.00001608018,0.00000519633,0.001565085],"genre_scores_gemma":[0.9953215,0.0006098533,0.001657563,0.0006074624,0.00002840748,0.0003032435,0.00002078783,0.000008858224,0.001442484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00837999,"threshold_uncertainty_score":0.0443182,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6964004007","doi":"10.25419/rcsi.14915262","title":"Frailty in Hospitalised Older Adults and their Spouses: A Cross-Sectional Study","year":2021,"lang":"en","type":"dissertation","venue":"Royal College of Surgeons in Ireland","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Spouse; Context (archaeology); Geriatrics; Depression (economics); Marital status; Geriatric Depression Scale; Cognition; Activities of daily living; Cognitive impairment","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01286142486185771,"gpt":0.2849863703413071,"spread":0.2721249454794494,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001231383,0.0002242181,0.0004062875,0.000712789,0.0007608146,0.000720565,0.0003176599,0.0005274354,0.001483346],"category_scores_gemma":[0.002013776,0.0004465682,0.000408703,0.001015414,0.000208299,0.000845886,0.0006854939,0.0007099447,0.0004187817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004192868,"about_ca_system_score_gemma":0.0003444817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01284387,"about_ca_topic_score_gemma":0.01858707,"domain_scores_codex":[0.9994926,0.0001574121,0.00008387324,0.00009819288,0.0001016724,0.0000662484],"domain_scores_gemma":[0.9989605,0.0001481519,0.0003949224,0.00006814279,0.0001853883,0.0002428869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008145369,0.0001733445,0.9980307,0.00002730793,0.00006015173,0.00006846011,0.0006471223,0.000006604469,0.00009229833,0.000009566817,0.0001554541,0.000647451],"study_design_scores_gemma":[0.00001721412,0.0003866172,0.9970762,0.00003590449,0.00003805163,0.0002300906,0.001821653,0.00004442793,0.00002310972,0.0000115168,0.0003103648,0.000004926645],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990262,0.0002184316,0.00005458748,0.00004109844,0.000006548583,0.00004661547,0.0003746356,0.000001028626,0.0002308898],"genre_scores_gemma":[0.9988204,0.000223455,0.000106096,0.0001496014,0.000009562815,0.00006953497,0.0004430214,0.000001027465,0.0001772858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01284387,"threshold_uncertainty_score":0.02553821,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}