{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"2b37d9c222aa","filters":{"venue":"ROAR (University of East London)"}},"results":[{"id":"W2910336949","doi":"","title":"Islamic Relief Domestic Programmes Research","year":2018,"lang":"en","type":"article","venue":"ROAR (University of East London)","topic":"Religion, Society, and Development","field":"Social Sciences","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":"","keywords":"Scope (computer science); Islam; Perspective (graphical); Political science; Business; Geography; Computer science","authors":[{"name":"Susannah Pickering-Saqqa","is_ca":false},{"name":"Islamic Relief Worldwide","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03783453914163549,"gpt":0.317297117793475,"spread":0.2794625786518395,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004168912,0.000187472,0.0002718043,0.002186367,0.002995589,0.004270434,0.0005386958,0.0005259434,0.01416429],"category_scores_gemma":[0.006396007,0.0001229202,0.0001356374,0.005569186,0.002896631,0.00166936,0.002666543,0.001232611,0.0008117378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004374999,"about_ca_system_score_gemma":0.006077271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007608796,"about_ca_topic_score_gemma":0.01251068,"domain_scores_codex":[0.997248,0.001424683,0.00008059663,0.0001845503,0.0004041466,0.0006579683],"domain_scores_gemma":[0.995193,0.002392233,0.0006660945,0.0002922803,0.0006954895,0.0007608801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001110521,0.0005277732,0.03224714,0.002083898,0.00003569639,0.0006199484,0.112932,0.0004499085,0.0005412581,0.4511411,0.04454154,0.3547688],"study_design_scores_gemma":[0.00002687829,0.0001594591,0.06685981,0.003534353,0.00002031679,0.0004951924,0.2075032,0.0002026407,0.0004694862,0.01138117,0.7093275,0.00002001811],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2228619,0.01182421,0.001054762,0.01082515,0.0004100426,0.000227994,0.0005341486,0.00002335465,0.7522384],"genre_scores_gemma":[0.949585,0.01148618,0.0009886746,0.001580255,0.0002029652,0.0001862359,0.0004425366,0.0000151282,0.03551313],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01416429,"threshold_uncertainty_score":0.04738432,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2585726445","doi":"","title":"Security Patterns Meet Agent Oriented Software Engineering: A Complementary Solution for Developing Secure Information Systems","year":2005,"lang":"en","type":"other","venue":"ROAR (University of East London)","topic":"Mobile Agent-Based Network Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Agent-oriented software engineering; Completeness (order theory); Software engineering; Software development; Formal methods; Information system; Software; Programming language","authors":[{"name":"Haralambos Mouratidis","is_ca":false},{"name":"Michael Weiß","is_ca":true},{"name":"Paolo Giorgini","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009241602338435106,"gpt":0.1818790074078016,"spread":0.1726374050693665,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003160518,0.0008036638,0.0004712328,0.001247821,0.001320393,0.003591333,0.001267486,0.001836416,0.004111948],"category_scores_gemma":[0.006239786,0.0007209249,0.0009947995,0.001247894,0.003152555,0.008557562,0.003818949,0.0027865,0.002012384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008994511,"about_ca_system_score_gemma":0.003093367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009165123,"about_ca_topic_score_gemma":0.001214769,"domain_scores_codex":[0.9965488,0.001181478,0.000339425,0.0003682182,0.001398535,0.0001636564],"domain_scores_gemma":[0.9962211,0.0011108,0.0004865413,0.001269888,0.0006558782,0.0002557274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004702532,0.00007803339,0.001008547,0.0004140804,0.00003749493,0.0003714265,0.002287554,0.004672055,0.007654143,0.8252352,0.004204508,0.1539899],"study_design_scores_gemma":[0.00007802386,0.0002126851,0.0003430815,0.0003004659,0.00005748047,0.001633278,0.001287942,0.07797744,0.01517493,0.7301424,0.172734,0.00005814771],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006073276,0.000132605,0.9802019,0.002012018,0.00006761963,0.0001235407,0.00002976559,0.0005141344,0.01084515],"genre_scores_gemma":[0.074857,0.000483503,0.9130058,0.0004127039,0.00006659662,0.0002954366,0.0001144454,0.0002743947,0.01048999],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004111948,"threshold_uncertainty_score":0.01671463,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7004459441","doi":"","title":"Fabric Formwork","year":2007,"lang":"en","type":"book","venue":"ROAR (University of East London)","topic":"Genetics, Bioinformatics, and Biomedical Research","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":"Formwork; Casting; Plan (archaeology); Architectural design","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0129893259284849,"gpt":0.2188083193352355,"spread":0.2058189934067506,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001644611,0.0006106022,0.0002471662,0.0007494543,0.00139965,0.003170438,0.0005180797,0.0006112672,0.0847549],"category_scores_gemma":[0.0004339983,0.0002787136,0.00036698,0.0006504089,0.001274463,0.001454132,0.001324642,0.001197831,0.02962012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007825423,"about_ca_system_score_gemma":0.0005948634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001371672,"about_ca_topic_score_gemma":0.005422418,"domain_scores_codex":[0.9997709,0.000018964,0.000007470743,0.00004362247,0.0001324089,0.00002660781],"domain_scores_gemma":[0.9999037,0.00002435791,0.000006702859,0.00002430665,0.00002527585,0.00001566394],"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":[0.00005096754,0.00005581127,0.0004846996,0.00043701,0.00000685954,0.0004811965,0.002408277,0.0008035295,0.006558354,0.3037569,0.3588649,0.3260915],"study_design_scores_gemma":[0.000001331021,0.000007961198,0.0002419335,0.00005631417,0.00000103023,0.0002706807,0.0001653881,0.0001051584,0.0006426246,0.003024234,0.9954799,0.000003278256],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002233792,0.001541759,0.005588946,0.0003463002,0.0006678874,0.00004842241,0.0002138299,0.0003256492,0.9890333],"genre_scores_gemma":[0.01118646,0.001276752,0.003720849,0.0001913005,0.00006261693,0.00002632205,0.0002341633,0.0002502092,0.9830513],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0847549,"threshold_uncertainty_score":0.2835334,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7070038303","doi":"","title":"Vitalist Modernism","year":2019,"lang":"en","type":"other","venue":"ROAR (University of East London)","topic":"Artificial Intelligence Applications","field":"Computer Science","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":"Vitalism; Uncanny; Opposition (politics); Unconscious mind; Disenchantment; Dissimilation; Field (mathematics); Dance; The Imaginary","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01823167888534563,"gpt":0.2061504215475738,"spread":0.1879187426622282,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002370845,0.0005738977,0.0004012618,0.001599214,0.005111222,0.006109019,0.0009611021,0.003466725,0.0156322],"category_scores_gemma":[0.003364209,0.0002477515,0.0005312022,0.0008453026,0.02337886,0.006746654,0.00449016,0.007110796,0.002695676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008462295,"about_ca_system_score_gemma":0.003144012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002734876,"about_ca_topic_score_gemma":0.003207623,"domain_scores_codex":[0.9981927,0.0006996254,0.00005124406,0.0004155373,0.0003741996,0.0002665896],"domain_scores_gemma":[0.9990087,0.0004568118,0.00007483655,0.0001730701,0.0001643639,0.0001223182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003742955,0.000005384876,0.00003693378,0.0000157353,0.000001245885,0.00001490047,0.0006465621,0.0000470392,0.00002752135,0.9873208,0.008807932,0.0030721],"study_design_scores_gemma":[0.000007167559,0.0000110921,0.0001153841,0.000108848,0.000002479377,0.00007747611,0.0004798274,0.0002075039,0.00009080033,0.5862942,0.4125978,0.000007361384],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00738304,0.02430397,0.008735992,0.08733933,0.002964634,0.00003148233,0.0001232556,0.00009341698,0.8690249],"genre_scores_gemma":[0.5942519,0.0223553,0.006938916,0.04059027,0.008176972,0.0002356775,0.00017717,0.0003000738,0.3269739],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0156322,"threshold_uncertainty_score":0.06139851,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}