{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"c06891e9bb68","filters":{"venue":"Headteacher Update"}},"results":[{"id":"W2909435477","doi":"10.12968/htup.2019.1.44","title":"Arts, creativity and the curriculum","year":2019,"lang":"en","type":"article","venue":"Headteacher Update","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Creativity; The arts; Curriculum; Sociology; Pedagogy; Mathematics education; Visual arts; Psychology; Management; Art; Social psychology","authors":[{"name":"Amanda Hall-Davis","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02585566627679374,"gpt":0.3457284385497245,"spread":0.3198727722729307,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000513781,0.00009451334,0.0001356519,0.00003099825,0.00009139627,0.0000492842,0.000139694,0.00004058452,0.00348138],"category_scores_gemma":[0.00005005485,0.00006023311,0.00003634582,0.0001376867,0.0002661774,0.00008733733,0.00004735825,0.000184785,0.001960577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001073367,"about_ca_system_score_gemma":0.00001521193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001953598,"about_ca_topic_score_gemma":0.00001345665,"domain_scores_codex":[0.9990665,0.0002390453,0.0001102896,0.0002770057,0.0001097675,0.000197352],"domain_scores_gemma":[0.9993089,0.0001535039,0.00005163082,0.0004078527,0.00001745712,0.00006069303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001407175,0.0007321904,0.529864,0.00001539964,0.00003749478,0.000005923371,0.01417144,0.000001600679,0.0008435989,0.3491813,0.08834632,0.01666005],"study_design_scores_gemma":[0.002585487,0.00006974665,0.3418909,0.00001393588,0.00002847248,0.00008056186,0.003149801,0.0002802029,0.0002244329,0.001897795,0.6495035,0.0002751076],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8978437,0.0002263826,0.00007338415,0.008581515,0.0008311506,0.0002585823,0.000003079964,0.00004873675,0.09213354],"genre_scores_gemma":[0.9775016,0.00002708366,0.00003928407,0.002268911,0.00006280476,0.00003324165,0.00000237424,0.000008601264,0.02005611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5611572,"threshold_uncertainty_score":0.9988165,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2909982921","doi":"10.12968/htup.2019.1.12","title":"Supporting EAL learners in your classroom","year":2019,"lang":"en","type":"article","venue":"Headteacher Update","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Bell (Canada)","funders":"","keywords":"Class (philosophy); Pedagogy; Sociology; Psychology; Mathematics education; Computer science","authors":[{"name":"Emma Parsons","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03051514967782616,"gpt":0.2864599843966855,"spread":0.2559448347188594,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005946765,0.000151194,0.0002102635,0.0001335404,0.0001117244,0.0001583952,0.0001505722,0.0000601922,0.01777716],"category_scores_gemma":[0.00003926342,0.0001367923,0.00007451484,0.00003653097,0.00004507577,0.0002393692,0.00004236049,0.000641302,0.002620323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004488695,"about_ca_system_score_gemma":0.00002749686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001551105,"about_ca_topic_score_gemma":0.001306351,"domain_scores_codex":[0.9986985,0.0001288434,0.0002809156,0.0002839081,0.0001465666,0.0004612748],"domain_scores_gemma":[0.9995562,0.00003867265,0.00009763939,0.0002307305,0.00001552712,0.00006116078],"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":[0.00007909741,0.0002591858,0.343929,0.0001421837,0.0001005332,0.000162297,0.4565683,0.0003210015,0.0007400025,0.07742846,0.01081953,0.1094504],"study_design_scores_gemma":[0.001085405,0.0000792307,0.003708677,0.00007435505,0.00001491845,0.00001027716,0.09528251,0.001267644,0.00005483294,0.000393192,0.8975587,0.0004702902],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8617213,0.0001942372,0.000007559668,0.0006174204,0.0003907503,0.0001030237,0.000002982016,0.0001376041,0.1368251],"genre_scores_gemma":[0.937567,0.000002581781,0.00007090266,0.001253981,0.0003365838,0.000005902659,0.00003879606,0.00003575945,0.06068851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8867391,"threshold_uncertainty_score":0.9981562,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2015300272","doi":"10.12968/htup.2013.2.5.98281","title":"Despatches from Birmingham","year":2013,"lang":"en","type":"article","venue":"Headteacher Update","topic":"Educational Robotics and Engineering","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":"World Federation of Science Journalists","funders":"","keywords":"Delegate; Advice (programming); Event (particle physics); Curriculum; Management; Medical education; Sociology; Psychology; Pedagogy; Medicine; Computer science; Economics; Programming language","authors":[{"name":"Sal McKeown","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01285851269429187,"gpt":0.2111088744238263,"spread":0.1982503617295344,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006865492,0.00008284669,0.00007454646,0.00003746227,0.0000439562,0.0001513809,0.0003860081,0.00003313862,0.0002092559],"category_scores_gemma":[0.00001568001,0.00007689911,0.00002768154,0.0001132861,0.00001043042,0.0003662003,0.00009455432,0.00009249023,0.001608279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002388201,"about_ca_system_score_gemma":0.00002792437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003726273,"about_ca_topic_score_gemma":0.000005007231,"domain_scores_codex":[0.999384,0.00001358814,0.0001078844,0.0001933428,0.0001143117,0.0001868241],"domain_scores_gemma":[0.9994776,0.00004191332,0.00002064393,0.0003308215,0.00003440477,0.00009457937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000319595,0.00081887,0.05559739,0.00005347499,0.0002373198,0.00002733822,0.01207437,0.008298471,0.02668591,0.4113953,0.1872111,0.2975972],"study_design_scores_gemma":[0.0005372929,0.00005970731,0.2293596,0.00007602222,0.00001609012,0.00001379926,0.0002194151,0.4635487,0.005032638,0.1171952,0.1827857,0.001155848],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.326055,0.0003807535,0.6568134,0.01276842,0.0008163064,0.0001228686,0.000001456341,0.0003238211,0.002717956],"genre_scores_gemma":[0.8461074,0.00001177522,0.152776,0.0005399968,0.000121909,0.00002068652,0.000005364988,0.000008993368,0.0004078546],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5200524,"threshold_uncertainty_score":0.9991691,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2923189886","doi":"10.12968/htup.2019.2.45","title":"Supporting an effective transition for EAL pupils","year":2019,"lang":"en","type":"article","venue":"Headteacher Update","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Bell (Canada)","funders":"","keywords":"Transition (genetics); Mathematics education; Medical education; Psychology; Sociology; Pedagogy; Medicine","authors":[{"name":"Kamil Trzebiatowski","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01747505422960277,"gpt":0.2878548423383192,"spread":0.2703797881087164,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005905875,0.0001330667,0.0001787306,0.00006257746,0.0002365339,0.0001618121,0.00008722526,0.00004988744,0.00481732],"category_scores_gemma":[0.00002112933,0.0001183818,0.00009550349,0.00001439847,0.00003416625,0.0003678848,0.000007984425,0.0002372518,0.0003263036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002548954,"about_ca_system_score_gemma":0.00001072932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002993934,"about_ca_topic_score_gemma":0.0002122039,"domain_scores_codex":[0.999015,0.0001280174,0.0001781545,0.0002645364,0.00009176925,0.0003225685],"domain_scores_gemma":[0.9995705,0.00007429279,0.00007645793,0.0001766317,0.00003934152,0.000062722],"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":[0.0002420823,0.0003071561,0.00133458,0.0002887897,0.0001737459,0.00001413212,0.5554151,0.0002031332,0.002481807,0.09201718,0.003437556,0.3440847],"study_design_scores_gemma":[0.003954618,0.001423608,0.00167703,0.0001521179,0.0001702414,0.00002242262,0.08312431,0.01520008,0.001625517,0.003723094,0.8877372,0.001189746],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790834,0.00008538485,0.0008190435,0.0003135092,0.0003562916,0.0005139601,0.00002698005,0.0002086852,0.01859271],"genre_scores_gemma":[0.9917673,5.012995e-7,0.0002042271,0.001277623,0.0007267093,0.00005697875,0.0002295037,0.00003811893,0.005698986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8842996,"threshold_uncertainty_score":0.9960924,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3170467557","doi":"10.12968/htup.2020.2.36","title":"EAL strategies for multilingual classrooms","year":2020,"lang":"en","type":"article","venue":"Headteacher Update","topic":"Linguistic Education and Pedagogy","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Bell (Canada)","funders":"","keywords":"Diversity (politics); Advice (programming); Mathematics education; Sociology; Pedagogy; Computer science; Public relations; Psychology; Political science","authors":[{"name":"Kamil Trzebiatowski","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.169652239199972,"gpt":0.3481668718330282,"spread":0.1785146326330562,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009848157,0.0001201016,0.0001433465,0.00002252859,0.0001799831,0.0002020982,0.0001248979,0.00003875234,0.00673021],"category_scores_gemma":[0.00008573968,0.000106587,0.0000699692,0.00001521877,0.0001014121,0.0001000102,0.00001753958,0.0001259901,0.0004286802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001163833,"about_ca_system_score_gemma":0.0001487779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001092177,"about_ca_topic_score_gemma":0.0003576913,"domain_scores_codex":[0.9992556,0.00002882233,0.0002029283,0.0002059182,0.00008865815,0.0002180905],"domain_scores_gemma":[0.9995524,0.00005508112,0.00005275864,0.0001112331,0.0001093823,0.0001190875],"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":[0.00005491786,0.00007425858,0.0001355223,0.00007122711,0.00003551548,0.000002198383,0.2002554,0.000008292036,0.00004046487,0.717448,0.07682797,0.005046222],"study_design_scores_gemma":[0.0003654712,0.00006658208,0.00002171901,0.000004576553,0.00001820145,4.710524e-7,0.0336915,0.0006318862,0.00004191707,0.003643445,0.9613729,0.0001413325],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3183462,0.0009798947,0.00577879,0.07338616,0.007887167,0.001523645,0.000525244,0.001256121,0.5903168],"genre_scores_gemma":[0.9790844,0.00000494836,0.0005766036,0.007166833,0.004717713,0.00003476801,0.0001079412,0.00002757236,0.008279177],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8845449,"threshold_uncertainty_score":0.9941778,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}