{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":36,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":36,"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":"071ebb17588c","filters":{"venue":"Postdigital Science and Education"}},"results":[{"id":"W3042009104","doi":"10.1007/s42438-020-00155-y","title":"Online University Teaching During and After the Covid-19 Crisis: Refocusing Teacher Presence and Learning Activity","year":2020,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":2055,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"Fundação para a Ciência e a Tecnologia; Australian Research Council","keywords":"Coronavirus disease 2019 (COVID-19); Online learning; Point (geometry); Psychology; 2019-20 coronavirus outbreak; Face (sociological concept); Reflection (computer programming); Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Online teaching; Mathematics education; Computer science; Multimedia; Medicine; Sociology","authors":[{"name":"Chrysi Rapanta","is_ca":false},{"name":"Luca Botturi","is_ca":false},{"name":"Peter Goodyear","is_ca":false},{"name":"Lourdes Guàrdia Ortiz","is_ca":false},{"name":"Marguerite Koole","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01969808613844059,"gpt":0.2792583445310541,"spread":0.2595602583926135,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003753425,0.0001856579,0.0002958155,0.0008395279,0.004587647,0.006601372,0.001026985,0.001745734,0.005092809],"category_scores_gemma":[0.01945802,0.0001800608,0.0001683382,0.0004691524,0.002682158,0.005317262,0.006469427,0.002065855,0.0009422156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002261232,"about_ca_system_score_gemma":0.00236579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002404497,"about_ca_topic_score_gemma":0.005526843,"domain_scores_codex":[0.9963118,0.002254809,0.00008722382,0.0002507789,0.0003884602,0.0007068405],"domain_scores_gemma":[0.9877318,0.00533225,0.001152643,0.000547988,0.0009431344,0.004292311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004832037,0.001116408,0.08249418,0.0003860913,0.00002495258,0.002091354,0.6005541,0.0004144666,0.004946233,0.01248056,0.01310629,0.2819022],"study_design_scores_gemma":[0.00002819334,0.0004317832,0.06906803,0.0003716162,0.00001771632,0.000556365,0.8491589,0.001162613,0.001613966,0.005268131,0.07226052,0.00006220148],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9549884,0.0005748263,0.003587739,0.009427027,0.0002334171,0.00006629415,0.00004684932,0.0001391721,0.03093633],"genre_scores_gemma":[0.9959069,0.0001525614,0.0007739456,0.0003537004,0.00003492506,0.00001903072,0.00001924194,0.00002376597,0.002715812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006601372,"threshold_uncertainty_score":0.01985025,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3188365831","doi":"10.1007/s42438-021-00249-1","title":"Balancing Technology, Pedagogy and the New Normal: Post-pandemic Challenges for Higher Education","year":2021,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":500,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"Fundação para a Ciência e a Tecnologia; Australian Research Council","keywords":"Pandemic; Higher education; Coronavirus disease 2019 (COVID-19); Pedagogy; Bridge (graph theory); Sociology; Public relations; Psychology; Mathematics education; Political science; Medicine","authors":[{"name":"Chrysi Rapanta","is_ca":false},{"name":"Luca Botturi","is_ca":false},{"name":"Peter Goodyear","is_ca":false},{"name":"Lourdes Guàrdia Ortiz","is_ca":false},{"name":"Marguerite Koole","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01905620386160329,"gpt":0.3121779820367752,"spread":0.2931217781751719,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03405875,0.0003794124,0.0005993225,0.001980887,0.01049736,0.02933902,0.002673507,0.008588099,0.009895606],"category_scores_gemma":[0.02905399,0.0002457525,0.0003445298,0.001947604,0.03394909,0.03019077,0.01828068,0.01151213,0.001555379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01014643,"about_ca_system_score_gemma":0.01384116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002775226,"about_ca_topic_score_gemma":0.003156143,"domain_scores_codex":[0.9742497,0.01733247,0.0009429814,0.001192478,0.0034852,0.002797278],"domain_scores_gemma":[0.9533146,0.03135515,0.002278787,0.002425263,0.004916193,0.005710019],"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":[0.0001001376,0.0002710493,0.003623493,0.001540254,0.00002802509,0.001854832,0.2834418,0.0005987635,0.0008803957,0.452348,0.04300532,0.2123079],"study_design_scores_gemma":[0.00001424307,0.00009406137,0.002935559,0.002130034,0.000006830282,0.0005609554,0.414728,0.0002972129,0.0005881794,0.1081485,0.4704395,0.00005683898],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07890365,0.02890031,0.006171553,0.8030064,0.004166927,0.00007262774,0.00006126032,0.0001084592,0.07860883],"genre_scores_gemma":[0.9520687,0.01055643,0.002234819,0.02387949,0.001761474,0.00008883289,0.00003446257,0.00005831685,0.009317575],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03405875,"threshold_uncertainty_score":0.180122,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3048072886","doi":"10.1007/s42438-020-00169-6","title":"Teaching in the Age of Covid-19","year":2020,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":234,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary; Université du Québec en Outaouais","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Pandemic; Medicine; Outbreak; Infectious disease (medical specialty); Internal medicine","authors":[{"name":"Petar Jandrić","is_ca":false},{"name":"David L. Hayes","is_ca":false},{"name":"Ian Truelove","is_ca":false},{"name":"Paul Levinson","is_ca":false},{"name":"Peter Mayo","is_ca":false},{"name":"Thomas Ryberg","is_ca":false},{"name":"Lilia D. Monzó","is_ca":false},{"name":"Quaylan Allen","is_ca":false},{"name":"Paul Alexander Stewart","is_ca":false},{"name":"Paul R. Carr","is_ca":true},{"name":"Liz Jackson","is_ca":false},{"name":"SM Bridges","is_ca":false},{"name":"Carlos Escaño","is_ca":false},{"name":"Dennis Grauslund","is_ca":false},{"name":"Julia Mañero","is_ca":false},{"name":"Happiness Onesmo Lukoko","is_ca":false},{"name":"Peter Bryant","is_ca":false},{"name":"Ana Fuentes Martínez","is_ca":false},{"name":"Andrew Gibbons","is_ca":false},{"name":"Sean Sturm","is_ca":false},{"name":"Jennifer Rose","is_ca":false},{"name":"Mohamed Muhibu Chuma","is_ca":false},{"name":"Eva Biličić","is_ca":false},{"name":"Sarah Pfohl","is_ca":false},{"name":"Ulrika Gustafsson","is_ca":false},{"name":"Janine Arantes","is_ca":false},{"name":"Derek R. Ford","is_ca":false},{"name":"Jimmy Ezekiel Kihwele","is_ca":false},{"name":"Peter Mozelius","is_ca":false},{"name":"Juha Suoranta","is_ca":false},{"name":"Lucija Jurjević","is_ca":false},{"name":"Matija Jurčević","is_ca":false},{"name":"Anne Steketee","is_ca":false},{"name":"Jones Irwin","is_ca":false},{"name":"E. Jayne White","is_ca":false},{"name":"Jacob Davidsen","is_ca":false},{"name":"Jimmy Jaldemark","is_ca":false},{"name":"Sandra Abegglen","is_ca":true},{"name":"Tom Burns","is_ca":false},{"name":"Sandra Sinfield","is_ca":false},{"name":"James D. Kirylo","is_ca":false},{"name":"Ivana Batarelo Kokić","is_ca":false},{"name":"Georgina Stewart","is_ca":false},{"name":"Glenn Rikowski","is_ca":false},{"name":"Line Lisberg Christensen","is_ca":false},{"name":"Sonja Arndt","is_ca":false},{"name":"Olli Pyyhtinen","is_ca":false},{"name":"Charles Reitz","is_ca":false},{"name":"Mikkel Lodahl","is_ca":false},{"name":"Niklas Humble","is_ca":false},{"name":"Rachel Buchanan","is_ca":false},{"name":"Daniella J. Forster","is_ca":false},{"name":"Pallavi Kishore","is_ca":false},{"name":"Jānis T. Ozoliņš","is_ca":false},{"name":"Navreeti Sharma","is_ca":false},{"name":"Shreya Urvashi","is_ca":false},{"name":"Harry Nejad","is_ca":false},{"name":"Nina Hood","is_ca":false},{"name":"Marek Tesař","is_ca":false},{"name":"Yang Wang","is_ca":false},{"name":"Jake Wright","is_ca":false},{"name":"James Benedict Brown","is_ca":false},{"name":"Paul Prinsloo","is_ca":false},{"name":"Kulpreet Kaur","is_ca":false},{"name":"Mousumi Mukherjee","is_ca":false},{"name":"Rene Novak","is_ca":false},{"name":"Richa Shukla","is_ca":false},{"name":"Stephanie Hollings","is_ca":false},{"name":"Ulla Konnerup","is_ca":false},{"name":"Madhav Mallya","is_ca":false},{"name":"Anthony Olorundare","is_ca":false},{"name":"Charlotte Achieng-Evensen","is_ca":false},{"name":"Abey P. Philip","is_ca":false},{"name":"Hazzan Moses Kayode","is_ca":false},{"name":"Kevin Stockbridge","is_ca":false},{"name":"Blessing Funmi Komolafe","is_ca":false},{"name":"Ogunyemi Folasade Bolanle","is_ca":false},{"name":"Michael Hogan","is_ca":false},{"name":"Bridgette Redder","is_ca":false},{"name":"Sahar D. Sattarzadeh","is_ca":false},{"name":"Michael Jopling","is_ca":false},{"name":"Suzanne SooHoo","is_ca":false},{"name":"Nesta Devine","is_ca":false},{"name":"Sarah Hayes","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03717934119599461,"gpt":0.3275670872483857,"spread":0.2903877460523911,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00350639,0.0002076697,0.0002626414,0.0008202818,0.01224543,0.008758522,0.0008856205,0.002843607,0.0403491],"category_scores_gemma":[0.009565691,0.0002239132,0.000239715,0.000714593,0.006028303,0.00698057,0.01008224,0.00564247,0.006055966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00698913,"about_ca_system_score_gemma":0.01648218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01482995,"about_ca_topic_score_gemma":0.05967277,"domain_scores_codex":[0.9968134,0.0006761104,0.0000782048,0.000213464,0.000469355,0.001749523],"domain_scores_gemma":[0.9881957,0.001234109,0.0005710301,0.0003218364,0.001456468,0.00822094],"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":[0.0001682803,0.0003987491,0.01514209,0.0001725945,0.00001050914,0.003381464,0.1262992,0.00006725739,0.001194838,0.3158629,0.325841,0.2114612],"study_design_scores_gemma":[0.00001296874,0.00008056325,0.006941587,0.0003211063,0.000003767911,0.001209785,0.06141926,0.00006350067,0.0004004652,0.01972799,0.9097996,0.00001939796],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.1627504,0.01033608,0.001331948,0.2416494,0.01033804,0.00007176251,0.0001429298,0.0001889857,0.5731904],"genre_scores_gemma":[0.6484768,0.004635895,0.0006909038,0.03172529,0.001912585,0.00006248919,0.00008912662,0.0001311895,0.3122757],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.0403491,"threshold_uncertainty_score":0.1349812,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3133544137","doi":"10.1007/s42438-021-00222-y","title":"Networked Learning in 2021: A Community Definition","year":2021,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":124,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science","authors":[{"name":"Lesley Gourlay","is_ca":false},{"name":"José Luis Rodríguez Illera","is_ca":false},{"name":"Elena Barberà","is_ca":false},{"name":"Maha Bali","is_ca":false},{"name":"Daniela Gachago","is_ca":false},{"name":"Nicola Pallitt","is_ca":false},{"name":"Chris Jones","is_ca":false},{"name":"Siân Bayne","is_ca":false},{"name":"Stig Børsen Hansen","is_ca":false},{"name":"Stefan Hrastinski","is_ca":false},{"name":"Jimmy Jaldemark","is_ca":false},{"name":"Chryssa Themelis","is_ca":false},{"name":"Magda Pischetola","is_ca":false},{"name":"Lone Dirckinck‐Holmfeld","is_ca":false},{"name":"Adam Matthews","is_ca":false},{"name":"Kalervo Ν. Gulson","is_ca":false},{"name":"Kyungmee Lee","is_ca":false},{"name":"Brett Bligh","is_ca":false},{"name":"Patricia Thibaut","is_ca":false},{"name":"Marjan Vermeulen","is_ca":false},{"name":"Femke Nijland","is_ca":false},{"name":"Emmy Vrieling","is_ca":false},{"name":"Howard Scott","is_ca":false},{"name":"Klaus Thestrup","is_ca":false},{"name":"Tom Gislev","is_ca":true},{"name":"Marguerite Koole","is_ca":true},{"name":"Maria Cutajar","is_ca":false},{"name":"Sue Tickner","is_ca":false},{"name":"Ninette Rothmüller","is_ca":false},{"name":"Aras Bozkurt","is_ca":false},{"name":"Tim Fawns","is_ca":false},{"name":"Jen Ross","is_ca":false},{"name":"Karoline Schnaider","is_ca":false},{"name":"Lucila Carvalho","is_ca":false},{"name":"Jennifer K. Green","is_ca":false},{"name":"Mariana Hadžijusufović","is_ca":false},{"name":"Sarah Hayes","is_ca":false},{"name":"Laura Czerniewicz","is_ca":false},{"name":"Jeremy Knox","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02706837221494902,"gpt":0.2769050760096682,"spread":0.2498367037947192,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005437179,0.0007705387,0.0004903465,0.00513847,0.009611331,0.01783189,0.002080587,0.007792755,0.02131094],"category_scores_gemma":[0.008501715,0.0002277971,0.000450465,0.00512608,0.01399022,0.02219401,0.01302392,0.00519007,0.004139223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007696496,"about_ca_system_score_gemma":0.00795246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008874299,"about_ca_topic_score_gemma":0.008957316,"domain_scores_codex":[0.9933546,0.002199773,0.0003585718,0.0009518334,0.00219787,0.0009374426],"domain_scores_gemma":[0.9927536,0.001948361,0.00074244,0.0002780244,0.001755926,0.002521802],"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":[0.000009091646,0.00001773514,0.0002297742,0.0002255854,0.000002139679,0.0001110107,0.007745877,0.00009100456,0.00004364689,0.7757007,0.184503,0.03132042],"study_design_scores_gemma":[0.000002399871,0.000009589292,0.0002219304,0.0003658973,0.000001172464,0.0001012907,0.003761176,0.00008182362,0.00001369814,0.03561429,0.9598155,0.00001113706],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003963928,0.05023027,0.00680364,0.1586419,0.03418122,0.0002321138,0.0005096643,0.0001840632,0.7452531],"genre_scores_gemma":[0.3468725,0.05869443,0.01039877,0.05073652,0.06648222,0.001796247,0.001464807,0.0005761129,0.4629783],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02131094,"threshold_uncertainty_score":0.07129222,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3091672800","doi":"10.1007/s42438-020-00196-3","title":"Radical Flexibility and Relationality as Responses to Education in Times of Crisis","year":2020,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Critical Race Theory in Education","field":"Social Sciences","cited_by":77,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Royal Roads University","funders":"Canada Research Chairs","keywords":"Flexibility (engineering); Psychology; Political science; Economics; Management","authors":[{"name":"George Veletsianos","is_ca":true},{"name":"Shandell Houlden","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03146064711432951,"gpt":0.4210984724766309,"spread":0.3896378253623014,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01538966,0.0005452862,0.0004967478,0.001888499,0.01566118,0.01704997,0.002264559,0.005863776,0.007900804],"category_scores_gemma":[0.01990321,0.0003663357,0.0005192353,0.001216213,0.09808359,0.01793614,0.02160043,0.008187321,0.0006013743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009171607,"about_ca_system_score_gemma":0.005807422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002946401,"about_ca_topic_score_gemma":0.003632171,"domain_scores_codex":[0.9850171,0.01061053,0.0002365392,0.001059386,0.001135997,0.001940605],"domain_scores_gemma":[0.9894733,0.005302249,0.001299265,0.0009410331,0.000602447,0.002381739],"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":[0.00002191159,0.00002401558,0.0004613468,0.00004742554,0.000008227267,0.0002336648,0.191312,0.0003088352,0.0001927877,0.8006074,0.001716284,0.005066085],"study_design_scores_gemma":[0.00002642045,0.00004603755,0.0007853542,0.0002091325,0.000009035191,0.0002447526,0.2468992,0.0005287201,0.0003263444,0.6125543,0.1383175,0.0000532885],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2279581,0.005155585,0.03212831,0.1443477,0.001166426,0.0001912371,0.00005582555,0.0001789842,0.5888178],"genre_scores_gemma":[0.9891456,0.000426313,0.00140256,0.002537903,0.00008999085,0.00004975064,0.000009001201,0.00004617389,0.006292655],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01704997,"threshold_uncertainty_score":0.08138931,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4307297877","doi":"10.1007/s42438-022-00348-7","title":"Impossible Dreaming: On Speculative Education Fiction and Hopeful Learning Futures","year":2022,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Critical and Liberation Pedagogy","field":"Social Sciences","cited_by":72,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Royal Roads University","funders":"Canada Research Chairs; Federation for the Humanities and Social Sciences","keywords":"Vision; Futures contract; Storytelling; Sociology; Aesthetics; Narrative; Literature; Philosophy; Art; Economics","authors":[{"name":"Shandell Houlden","is_ca":true},{"name":"George Veletsianos","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01484917177385197,"gpt":0.3415874999074465,"spread":0.3267383281335945,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003859627,0.0007170284,0.0004201178,0.001754294,0.01051658,0.01051409,0.001983497,0.005020685,0.01014875],"category_scores_gemma":[0.01191335,0.0002668717,0.000472389,0.001097875,0.06377205,0.01358924,0.007068085,0.008442429,0.0008650709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005461238,"about_ca_system_score_gemma":0.002099578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002692934,"about_ca_topic_score_gemma":0.004075466,"domain_scores_codex":[0.9977641,0.001432662,0.00004557778,0.0002146321,0.0002803178,0.0002627337],"domain_scores_gemma":[0.9928807,0.005395264,0.000328655,0.0006523624,0.0004085534,0.0003344095],"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":[0.000005025943,0.000003380217,0.00002290283,0.000009700276,7.301724e-7,0.00004207785,0.007705285,0.000038072,0.000009994679,0.9897888,0.001479329,0.0008944698],"study_design_scores_gemma":[0.000009743066,0.000007684567,0.00006092431,0.00006682898,0.000002680113,0.0001049186,0.008789273,0.0002883662,0.000142771,0.9163399,0.07417748,0.000009501716],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04919949,0.00608786,0.0253591,0.08870202,0.002639969,0.00006738814,0.00008932953,0.0001253563,0.8277295],"genre_scores_gemma":[0.9568883,0.001136212,0.002772567,0.003008403,0.0007662303,0.0000610484,0.00003605599,0.00009647776,0.03523472],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01051658,"threshold_uncertainty_score":0.03962421,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4360615202","doi":"10.1007/s42438-023-00395-8","title":"Understanding Digital Inequality: A Theoretical Kaleidoscope","year":2023,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":72,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Kaleidoscope; Inequality; Computer science; Sociology; Art; Visual arts; Mathematics","authors":[{"name":"Caroline Kühn","is_ca":false},{"name":"Su-ming Khoo","is_ca":false},{"name":"Laura Czerniewicz","is_ca":false},{"name":"Warren Lilley","is_ca":false},{"name":"Swati Jaywant Rao Bute","is_ca":false},{"name":"Aisling Crean","is_ca":false},{"name":"Sandra Abegglen","is_ca":true},{"name":"Tom Burns","is_ca":false},{"name":"Sandra Sinfield","is_ca":false},{"name":"Petar Jandrić","is_ca":false},{"name":"Jeremy Knox","is_ca":false},{"name":"Alison MacKenzie","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07304659013012507,"gpt":0.3185461961874773,"spread":0.2454996060573522,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006899463,0.0006875743,0.0006214023,0.005123561,0.006051984,0.01132365,0.001752152,0.002769269,0.005552905],"category_scores_gemma":[0.009437694,0.0003013739,0.000630339,0.00359056,0.04653722,0.01931101,0.007440132,0.005099475,0.0005056252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006675432,"about_ca_system_score_gemma":0.003069555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002572949,"about_ca_topic_score_gemma":0.00159583,"domain_scores_codex":[0.9959572,0.002355911,0.0001441006,0.000488425,0.0007404935,0.0003138597],"domain_scores_gemma":[0.9928818,0.005433962,0.0004134262,0.0005165795,0.0004835352,0.0002707775],"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":[8.362425e-7,0.000002881205,0.00005398894,0.000007725233,5.373524e-7,0.000009362744,0.0009138847,0.00007259036,0.000007437415,0.9980502,0.0002170203,0.0006635119],"study_design_scores_gemma":[0.000002482074,0.000002736345,0.00008495327,0.00005625863,0.000001477029,0.00002174124,0.001736742,0.0005813039,0.00002250432,0.9871044,0.01038217,0.00000311473],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06619681,0.01645123,0.2481376,0.1611496,0.0014666,0.0001886988,0.0002922523,0.00008910804,0.5060281],"genre_scores_gemma":[0.956527,0.007658811,0.02330472,0.003690097,0.0007582133,0.0003479631,0.00009003769,0.00005481192,0.007568259],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01132365,"threshold_uncertainty_score":0.0484339,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3195021010","doi":"10.1007/s42438-021-00252-6","title":"Teaching in the Age of Covid-19 - A Longitudinal Study","year":2021,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":64,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lakehead University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Pandemic; Longitudinal study; Virology; Medicine; Psychology; Geography; Internal medicine; Outbreak; Pathology; Infectious disease (medical specialty); Disease","authors":[{"name":"Petar Jandrić","is_ca":false},{"name":"Aras Bozkurt","is_ca":false},{"name":"Miranda McKee","is_ca":true},{"name":"Sarah Hayes","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1300158322770035,"gpt":0.4962747555144016,"spread":0.3662589232373982,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002111307,0.0003912202,0.0009196448,0.001941714,0.0052333,0.003785686,0.001178273,0.002170524,0.003423309],"category_scores_gemma":[0.004306972,0.0008087499,0.0008538345,0.002669909,0.00115704,0.003280606,0.00314549,0.006445778,0.001817396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002688005,"about_ca_system_score_gemma":0.004802541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1413566,"about_ca_topic_score_gemma":0.1926531,"domain_scores_codex":[0.9979899,0.0003138591,0.0001092881,0.0002618882,0.0003199945,0.001004984],"domain_scores_gemma":[0.9928588,0.0002790157,0.001614324,0.0002798736,0.001404808,0.003563279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001398458,0.001265764,0.9915788,0.000008908578,0.00002116842,0.0001385413,0.004326624,0.000009303278,0.00009481889,0.00007197451,0.0004740382,0.001870243],"study_design_scores_gemma":[0.000010157,0.00028407,0.9838269,0.00003083196,0.00001668414,0.0001341331,0.01441611,0.00003700616,0.00004766758,0.00004194523,0.001140727,0.00001386063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978074,0.0002242875,0.00002887541,0.0003142545,0.00002776238,0.00003315998,0.0004260302,0.000004237598,0.001134061],"genre_scores_gemma":[0.9959292,0.0003570425,0.00005067108,0.0003131414,0.00003354582,0.00007054292,0.0007708363,0.000009043314,0.002466076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1413566,"threshold_uncertainty_score":0.2810676,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2952976279","doi":"10.1007/s42438-019-00049-8","title":"Ten Years of the Postdigital in the 52group: Reflections and Developments 2009–2019","year":2019,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":62,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"","keywords":"Manifesto; Pseudonym; Sociology; Feeling; White (mutation); Media studies; Epistemology; Political science; Law; Philosophy","authors":[{"name":"Dave Cormier","is_ca":true},{"name":"Petar Jandrić","is_ca":false},{"name":"Mark Childs","is_ca":false},{"name":"Richard Hall","is_ca":false},{"name":"David White","is_ca":false},{"name":"Lawrie Phipps","is_ca":false},{"name":"Ian Truelove","is_ca":false},{"name":"Sarah Hayes","is_ca":false},{"name":"Tim Fawns","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01125268378790009,"gpt":0.280428322032283,"spread":0.2691756382443829,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009040065,0.0004596995,0.0004040404,0.001608805,0.007422872,0.01271738,0.001378944,0.006156402,0.03089935],"category_scores_gemma":[0.01255568,0.0002832383,0.0004149062,0.002125712,0.007332546,0.01148686,0.01418515,0.009641062,0.00444168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01068293,"about_ca_system_score_gemma":0.01515652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02134768,"about_ca_topic_score_gemma":0.05947372,"domain_scores_codex":[0.9956465,0.0008158264,0.0001525767,0.0003313581,0.0007750276,0.002278569],"domain_scores_gemma":[0.9874375,0.002575686,0.0008413372,0.0004066108,0.001928169,0.006810762],"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":[0.0007395653,0.0005868299,0.01256732,0.0008163867,0.00003192938,0.001133515,0.06478275,0.0001216874,0.001014332,0.2405122,0.5078019,0.1698916],"study_design_scores_gemma":[0.00001658314,0.00007069791,0.01438858,0.0005853731,0.000008648291,0.0001671113,0.05297507,0.00002150876,0.0003425099,0.005169665,0.9262241,0.00003001634],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1112399,0.03393485,0.0007221582,0.680436,0.02742031,0.00005059676,0.001093793,0.00007029851,0.145032],"genre_scores_gemma":[0.6970365,0.019564,0.0007157126,0.1085267,0.009044492,0.0001424807,0.0008191424,0.0002152068,0.1639358],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03089935,"threshold_uncertainty_score":0.1033686,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3193171935","doi":"10.1007/s42438-021-00243-7","title":"Teaching in the Age of Covid-19—1 Year Later","year":2021,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":54,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec en Outaouais; University of Calgary","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Public health; Library science; Political science; Sociology; Public relations; Media studies; Medicine; Virology; Nursing; Infectious disease (medical specialty); Pathology","authors":[{"name":"Petar Jandrić","is_ca":false},{"name":"David L. Hayes","is_ca":false},{"name":"Paul Levinson","is_ca":false},{"name":"Line Lisberg Christensen","is_ca":false},{"name":"Happiness Onesmo Lukoko","is_ca":false},{"name":"Jimmy Ezekiel Kihwele","is_ca":false},{"name":"James Benedict Brown","is_ca":false},{"name":"Charles Reitz","is_ca":false},{"name":"Peter Mozelius","is_ca":false},{"name":"Harry Nejad","is_ca":false},{"name":"Ana Fuentes Martínez","is_ca":false},{"name":"Janine Arantes","is_ca":false},{"name":"Liz Jackson","is_ca":false},{"name":"Ulrika Gustafsson","is_ca":false},{"name":"Sandra Abegglen","is_ca":true},{"name":"Tom Burns","is_ca":false},{"name":"Sandra Sinfield","is_ca":false},{"name":"Michael Hogan","is_ca":false},{"name":"Pallavi Kishore","is_ca":false},{"name":"Paul R. Carr","is_ca":true},{"name":"Ivana Batarelo Kokić","is_ca":false},{"name":"Paul Prinsloo","is_ca":false},{"name":"Dennis Grauslund","is_ca":false},{"name":"Anne Steketee","is_ca":false},{"name":"Charlotte Achieng-Evensen","is_ca":false},{"name":"Blessing Funmi Komolafe","is_ca":false},{"name":"Juha Suoranta","is_ca":false},{"name":"Nina Hood","is_ca":false},{"name":"Marek Tesař","is_ca":false},{"name":"Jennifer Rose","is_ca":false},{"name":"Niklas Humble","is_ca":false},{"name":"James D. Kirylo","is_ca":false},{"name":"Julia Mañero","is_ca":false},{"name":"Lilia D. Monzó","is_ca":false},{"name":"Mikkel Lodahl","is_ca":false},{"name":"Jimmy Jaldemark","is_ca":false},{"name":"SM Bridges","is_ca":false},{"name":"Navreeti Sharma","is_ca":false},{"name":"Jacob Davidsen","is_ca":false},{"name":"Jānis T. Ozoliņš","is_ca":false},{"name":"Peter Bryant","is_ca":false},{"name":"Carlos Escaño","is_ca":false},{"name":"Jones Irwin","is_ca":false},{"name":"Kulpreet Kaur","is_ca":false},{"name":"Sarah Pfohl","is_ca":false},{"name":"Kevin Stockbridge","is_ca":false},{"name":"Thomas Ryberg","is_ca":false},{"name":"Olli Pyyhtinen","is_ca":false},{"name":"Suzanne SooHoo","is_ca":false},{"name":"Hazzan Moses Kayode","is_ca":false},{"name":"Jake Wright","is_ca":false},{"name":"Stephanie Hollings","is_ca":false},{"name":"Sonja Arndt","is_ca":false},{"name":"Andrew Gibbons","is_ca":false},{"name":"Shreya Urvashi","is_ca":false},{"name":"Daniella J. Forster","is_ca":false},{"name":"Ian Truelove","is_ca":false},{"name":"Peter Mayo","is_ca":false},{"name":"Glenn Rikowski","is_ca":false},{"name":"Paul Alexander Stewart","is_ca":false},{"name":"Michael Jopling","is_ca":false},{"name":"Georgina Stewart","is_ca":false},{"name":"Rachel Buchanan","is_ca":false},{"name":"Nesta Devine","is_ca":false},{"name":"Richa Shukla","is_ca":false},{"name":"Rene Novak","is_ca":false},{"name":"Madhav Mallya","is_ca":false},{"name":"Eva Biličić","is_ca":false},{"name":"Sean Sturm","is_ca":false},{"name":"Sahar D. Sattarzadeh","is_ca":false},{"name":"Abey P. Philip","is_ca":false},{"name":"Bridgette Redder","is_ca":false},{"name":"E. Jayne White","is_ca":false},{"name":"Derek R. Ford","is_ca":false},{"name":"Quaylan Allen","is_ca":false},{"name":"Mousumi Mukherjee","is_ca":false},{"name":"Sarah Hayes","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02325722046319856,"gpt":0.3201124251119453,"spread":0.2968552046487467,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007035184,0.0005866549,0.0005157799,0.001324888,0.007751076,0.01439834,0.00146424,0.01008761,0.02797925],"category_scores_gemma":[0.0266907,0.0002820024,0.0007574167,0.001088535,0.006646692,0.007959382,0.00644177,0.01677914,0.01275883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009781003,"about_ca_system_score_gemma":0.01076815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01063951,"about_ca_topic_score_gemma":0.02352568,"domain_scores_codex":[0.9921556,0.002610293,0.0002626248,0.0007951862,0.002350314,0.001825987],"domain_scores_gemma":[0.9840292,0.002632013,0.0004712658,0.0005839129,0.002910402,0.009373259],"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":[0.00005303791,0.0000699726,0.0004209941,0.0001374698,0.000005561116,0.0002791892,0.008436089,0.00002413371,0.0002355563,0.02469531,0.9323246,0.03331805],"study_design_scores_gemma":[0.000003930912,0.00002709343,0.0004199264,0.0001477783,0.00000156437,0.0001223378,0.003570208,0.00001218112,0.00007619128,0.001759684,0.9938498,0.000009484116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003010119,0.01520268,0.0006582431,0.7335958,0.1987703,0.00004082888,0.0001434813,0.0001532299,0.0484254],"genre_scores_gemma":[0.07437006,0.01281284,0.001251043,0.404815,0.09445717,0.000128631,0.0002298833,0.0005085648,0.4114268],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02797925,"threshold_uncertainty_score":0.09359992,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3210933450","doi":"10.1007/s42438-021-00259-z","title":"Dissolving the Dichotomies Between Online and Campus-Based Teaching: a Collective Response to The Manifesto for Teaching Online (Bayne et al. 2020)","year":2021,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":52,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lakehead University; University of Saskatchewan; University of Calgary","funders":"","keywords":"Manifesto; Simple (philosophy); Dichotomy; Online teaching; Teaching method; Face (sociological concept); Sociology; Mathematics education; Computer science; Pedagogy; Psychology; Political science; Epistemology; Social science; Law; Philosophy","authors":[{"name":"Alison MacKenzie","is_ca":false},{"name":"Alexander Bacalja","is_ca":false},{"name":"Devisakti Annamali","is_ca":false},{"name":"Argyro Panaretou","is_ca":false},{"name":"Prajakta Girme","is_ca":false},{"name":"Maria Cutajar","is_ca":false},{"name":"Sandra Abegglen","is_ca":true},{"name":"Marshall Evens","is_ca":true},{"name":"Fabian Neuhaus","is_ca":true},{"name":"Kylie Wilson","is_ca":true},{"name":"Katerina Psarikidou","is_ca":false},{"name":"Marguerite Koole","is_ca":true},{"name":"Stefan Hrastinski","is_ca":false},{"name":"Sean Sturm","is_ca":false},{"name":"Chie Adachi","is_ca":false},{"name":"Karoline Schnaider","is_ca":false},{"name":"Aras Bozkurt","is_ca":false},{"name":"Chrysi Rapanta","is_ca":false},{"name":"Chryssa Themelis","is_ca":false},{"name":"Klaus Thestrup","is_ca":false},{"name":"Tom Gislev","is_ca":false},{"name":"Alex Örtegren","is_ca":false},{"name":"Eamon Costello","is_ca":false},{"name":"Gideon Dishon","is_ca":false},{"name":"Michael Hoechsmann","is_ca":true},{"name":"Jackeline Bucio","is_ca":false},{"name":"Guadalupe Vadillo","is_ca":false},{"name":"Melchor Sánchez Mendiola","is_ca":false},{"name":"Greta Goetz","is_ca":false},{"name":"Hélder Lima Gusso","is_ca":false},{"name":"Janine Arantes","is_ca":false},{"name":"Pallavi Kishore","is_ca":false},{"name":"Mikkel Lodahl","is_ca":false},{"name":"Juha Suoranta","is_ca":false},{"name":"Lina Markauskaitė","is_ca":false},{"name":"Sara Mörtsell","is_ca":false},{"name":"Tanya O’Reilly","is_ca":false},{"name":"Jack Reed","is_ca":false},{"name":"Ibrar Bhatt","is_ca":false},{"name":"Cheryl Brown","is_ca":false},{"name":"Kathryn MacCallum","is_ca":false},{"name":"Cecile Ackermann","is_ca":false},{"name":"Carolyn Alexander","is_ca":false},{"name":"Ameena L. Payne","is_ca":false},{"name":"Rebecca Bennett","is_ca":false},{"name":"Cathy Stone","is_ca":false},{"name":"Amy Collier","is_ca":false},{"name":"Sarah Lohnes Watulak","is_ca":false},{"name":"Petar Jandrić","is_ca":false},{"name":"Michael A. Peters","is_ca":false},{"name":"Lesley Gourlay","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01663652872582063,"gpt":0.33406592569832,"spread":0.3174293969724994,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04577142,0.000450643,0.0004086136,0.001139805,0.01890597,0.01757123,0.001553681,0.008946639,0.003835957],"category_scores_gemma":[0.05401945,0.0004055299,0.000344416,0.0009515456,0.03860544,0.0153683,0.0229017,0.02035266,0.0006400986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01007946,"about_ca_system_score_gemma":0.01148664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004585629,"about_ca_topic_score_gemma":0.008472688,"domain_scores_codex":[0.954705,0.03151318,0.00114632,0.002039528,0.007739687,0.002856259],"domain_scores_gemma":[0.9384558,0.03960485,0.003001101,0.005070866,0.005905341,0.007962022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005904558,0.0001178671,0.001215075,0.0001137051,0.000008152942,0.0003700836,0.6080115,0.0001489373,0.001311978,0.3045032,0.05871691,0.02542354],"study_design_scores_gemma":[0.00003148718,0.0001191439,0.001552598,0.0003339678,0.000006415521,0.0002025891,0.3275536,0.000405614,0.001220789,0.04788922,0.620609,0.00007549436],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2256732,0.00276649,0.0122609,0.6394197,0.009161782,0.0001383274,0.00008343867,0.0002204032,0.1102759],"genre_scores_gemma":[0.9177555,0.0005714693,0.002010772,0.0476641,0.001163574,0.0001483682,0.00002910892,0.0002276945,0.03042948],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04577142,"threshold_uncertainty_score":0.2420653,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4295989459","doi":"10.1007/s42438-022-00332-1","title":"Teaching in the Age of Covid-19—The New Normal","year":2022,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":45,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary; Université du Québec en Outaouais","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Workspace; Data collection; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; New normal; Computer science; Medicine; Mathematics; Artificial intelligence; Statistics; Virology; Pathology","authors":[{"name":"Petar Jandrić","is_ca":false},{"name":"Ana Fuentes Martínez","is_ca":false},{"name":"Charles Reitz","is_ca":false},{"name":"Liz Jackson","is_ca":false},{"name":"Dennis Grauslund","is_ca":false},{"name":"David L. Hayes","is_ca":false},{"name":"Happiness Onesmo Lukoko","is_ca":false},{"name":"Michael Hogan","is_ca":false},{"name":"Peter Mozelius","is_ca":false},{"name":"Janine Arantes","is_ca":false},{"name":"Paul Levinson","is_ca":false},{"name":"Jānis T. Ozoliņš","is_ca":false},{"name":"James D. Kirylo","is_ca":false},{"name":"Paul R. Carr","is_ca":true},{"name":"Nina Hood","is_ca":false},{"name":"Marek Tesař","is_ca":false},{"name":"Sean Sturm","is_ca":false},{"name":"Sandra Abegglen","is_ca":true},{"name":"Tom Burns","is_ca":false},{"name":"Sandra Sinfield","is_ca":false},{"name":"Georgina Stewart","is_ca":false},{"name":"Juha Suoranta","is_ca":false},{"name":"Jimmy Jaldemark","is_ca":false},{"name":"Ulrika Gustafsson","is_ca":false},{"name":"Lilia D. Monzó","is_ca":false},{"name":"Ivana Batarelo Kokić","is_ca":false},{"name":"Jimmy Ezekiel Kihwele","is_ca":false},{"name":"Jake Wright","is_ca":false},{"name":"Pallavi Kishore","is_ca":false},{"name":"Paul Alexander Stewart","is_ca":false},{"name":"SM Bridges","is_ca":false},{"name":"Mikkel Lodahl","is_ca":false},{"name":"Peter Bryant","is_ca":false},{"name":"Kulpreet Kaur","is_ca":false},{"name":"Stephanie Hollings","is_ca":false},{"name":"James Benedict Brown","is_ca":false},{"name":"Anne Steketee","is_ca":false},{"name":"Paul Prinsloo","is_ca":false},{"name":"Hazzan Moses Kayode","is_ca":false},{"name":"Michael Jopling","is_ca":false},{"name":"Julia Mañero","is_ca":false},{"name":"Andrew Gibbons","is_ca":false},{"name":"Sarah Pfohl","is_ca":false},{"name":"Niklas Humble","is_ca":false},{"name":"Jacob Davidsen","is_ca":false},{"name":"Derek R. Ford","is_ca":false},{"name":"Navreeti Sharma","is_ca":false},{"name":"Kevin Stockbridge","is_ca":false},{"name":"Olli Pyyhtinen","is_ca":false},{"name":"Carlos Escaño","is_ca":false},{"name":"Charlotte Achieng-Evensen","is_ca":false},{"name":"Jennifer Rose","is_ca":false},{"name":"Jones Irwin","is_ca":false},{"name":"Richa Shukla","is_ca":false},{"name":"Suzanne SooHoo","is_ca":false},{"name":"Ian Truelove","is_ca":false},{"name":"Rachel Buchanan","is_ca":false},{"name":"Shreya Urvashi","is_ca":false},{"name":"E. Jayne White","is_ca":false},{"name":"Rene Novak","is_ca":false},{"name":"Thomas Ryberg","is_ca":false},{"name":"Sonja Arndt","is_ca":false},{"name":"Bridgette Redder","is_ca":false},{"name":"Mousumi Mukherjee","is_ca":false},{"name":"Blessing Funmi Komolafe","is_ca":false},{"name":"Madhav Mallya","is_ca":false},{"name":"Nesta Devine","is_ca":false},{"name":"Sahar D. Sattarzadeh","is_ca":false},{"name":"Sarah Hayes","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02164289504436639,"gpt":0.3101083684087231,"spread":0.2884654733643567,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003950359,0.0002354445,0.00033157,0.0009752742,0.01526678,0.01142948,0.001137978,0.00279308,0.01581559],"category_scores_gemma":[0.007572531,0.0002990969,0.000243125,0.000797216,0.01061123,0.009888638,0.01060037,0.008765467,0.003322644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007892522,"about_ca_system_score_gemma":0.01706229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02893975,"about_ca_topic_score_gemma":0.0970564,"domain_scores_codex":[0.9960019,0.0007296762,0.0001241409,0.0004175542,0.001036296,0.001690312],"domain_scores_gemma":[0.9929791,0.0004217555,0.0002679512,0.0002887429,0.001075192,0.004967208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001887698,0.0003211311,0.01230198,0.00007861184,0.000006286275,0.002215404,0.08482015,0.0000707515,0.001095769,0.5163453,0.2269026,0.1556533],"study_design_scores_gemma":[0.00001619347,0.0000815652,0.006028937,0.0001974549,0.000002435438,0.001539936,0.05101176,0.0001212965,0.0002883512,0.03579839,0.9048807,0.00003289779],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1845521,0.007820765,0.002944191,0.31082,0.01540221,0.0001022696,0.0002033917,0.000259904,0.4778951],"genre_scores_gemma":[0.7235548,0.003294559,0.001703584,0.03342426,0.001930897,0.00009452829,0.00009712129,0.0002603079,0.2356399],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02893975,"threshold_uncertainty_score":0.05754262,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285589699","doi":"10.1007/s42438-022-00320-5","title":"Collective Writing: The Continuous Struggle for Meaning-Making","year":2022,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":42,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Meaning (existential); Meaning-making; Linguistics; Sociology; Epistemology; Philosophy","authors":[{"name":"Petar Jandrić","is_ca":false},{"name":"Timothy W. Luke","is_ca":false},{"name":"Sean Sturm","is_ca":false},{"name":"Peter McLaren","is_ca":false},{"name":"Liz Jackson","is_ca":false},{"name":"Alison MacKenzie","is_ca":false},{"name":"Marek Tesař","is_ca":false},{"name":"Georgina Stewart","is_ca":false},{"name":"Peter Roberts","is_ca":false},{"name":"Sandra Abegglen","is_ca":true},{"name":"Tom Burns","is_ca":false},{"name":"Sandra Sinfield","is_ca":false},{"name":"Sarah Hayes","is_ca":false},{"name":"Jimmy Jaldemark","is_ca":false},{"name":"Michael A. Peters","is_ca":false},{"name":"Christine Sinclair","is_ca":false},{"name":"Andrew Gibbons","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01735802848187258,"gpt":0.2881319192112641,"spread":0.2707738907293916,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07877316,0.0006373045,0.001103521,0.004203686,0.01704203,0.02784186,0.002788648,0.003631003,0.007246589],"category_scores_gemma":[0.1492642,0.0007311302,0.0008533509,0.004649274,0.05108734,0.02675114,0.01784839,0.007952961,0.001647382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005836997,"about_ca_system_score_gemma":0.01108772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001221665,"about_ca_topic_score_gemma":0.001993163,"domain_scores_codex":[0.8932495,0.08207283,0.002699859,0.005001611,0.01481971,0.002156438],"domain_scores_gemma":[0.7497252,0.1901157,0.01025775,0.02953088,0.0119349,0.008435498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001560316,0.0001103467,0.005127708,0.001170252,0.00006027635,0.0004821573,0.6232131,0.0003857197,0.001912165,0.2589602,0.01429495,0.09412711],"study_design_scores_gemma":[0.00008050153,0.0001819087,0.004391989,0.00176021,0.00004679863,0.0005559068,0.3498031,0.001075604,0.002521052,0.276488,0.3629344,0.0001605591],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4399657,0.01173417,0.129836,0.1200568,0.00410385,0.0009269213,0.0004746674,0.0008726883,0.2920292],"genre_scores_gemma":[0.9535043,0.001989306,0.0259874,0.00369642,0.0006205389,0.0005774345,0.0001434318,0.000498241,0.01298289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07877316,"threshold_uncertainty_score":0.4165972,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3039304320","doi":"10.1007/s42438-020-00133-4","title":"Enchantment - Disenchantment-Re-Enchantment: Postdigital Relationships between Science, Philosophy, and Religion","year":2020,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":37,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"Disenchantment; Epistemology; Mysticism; Discipline; Sociology; Philosophy of science; Philosophy; Social science; Politics; Political science; Law; Theology","authors":[{"name":"John Reader","is_ca":false},{"name":"Petar Jandrić","is_ca":false},{"name":"Michael A. Peters","is_ca":false},{"name":"Ronald Barnett","is_ca":false},{"name":"Marcin Garbowski","is_ca":false},{"name":"Veronika Lipińska","is_ca":false},{"name":"Sharon Rider","is_ca":false},{"name":"Ibrar Bhatt","is_ca":false},{"name":"Abdassamad Clarke","is_ca":false},{"name":"Morteza Hashemi","is_ca":false},{"name":"Andrew Bevan","is_ca":false},{"name":"Eric Trozzo","is_ca":false},{"name":"Alison MacKenzie","is_ca":false},{"name":"Jared Aldern","is_ca":false},{"name":"Cheryl E. Matias","is_ca":false},{"name":"Georgina Stewart","is_ca":false},{"name":"Carl Mika","is_ca":false},{"name":"Peter McLaren","is_ca":false},{"name":"Tim Fawns","is_ca":false},{"name":"Jeremy Knox","is_ca":false},{"name":"Maggi Savin‐Baden","is_ca":false},{"name":"Liz Jackson","is_ca":false},{"name":"Nina Hood","is_ca":false},{"name":"Marek Tesař","is_ca":false},{"name":"Steve Fuller","is_ca":false},{"name":"Chris Baker","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04094104600680389,"gpt":0.275829056409561,"spread":0.2348880104027571,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002669162,0.0001280231,0.0001832802,0.0008980896,0.003727587,0.005781436,0.0006455437,0.00117434,0.01338076],"category_scores_gemma":[0.01205995,0.0001488348,0.0001554502,0.00135666,0.0162979,0.009120051,0.006190426,0.004002458,0.0004554843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002535864,"about_ca_system_score_gemma":0.002394646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003012883,"about_ca_topic_score_gemma":0.005222125,"domain_scores_codex":[0.9985318,0.0006376347,0.00005915653,0.0001473855,0.0002856955,0.0003383457],"domain_scores_gemma":[0.99286,0.003352978,0.001472958,0.0006679217,0.0008485855,0.0007974133],"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":[0.0001299625,0.0001757695,0.0095798,0.00007482395,0.00002032928,0.000402037,0.1630836,0.0000812156,0.001010384,0.8009883,0.001043737,0.0234102],"study_design_scores_gemma":[0.00007654546,0.0002354188,0.1082086,0.0003052404,0.00005515487,0.001306512,0.3676827,0.000618251,0.003093921,0.3609185,0.157407,0.00009225011],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7795531,0.00181089,0.003739458,0.01396584,0.000234034,0.00002817882,0.00005519582,0.00002365497,0.2005898],"genre_scores_gemma":[0.9964191,0.0001664635,0.000207002,0.0002430094,0.00001824425,0.000004640436,0.000006791899,0.000006847049,0.002927878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9962724,"threshold_uncertainty_score":0.04476315,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385985773","doi":"10.1007/s42438-023-00414-8","title":"The Challenge of Postdigital Literacy: Extending Multimodality and Social Semiotics for a New Age","year":2023,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":37,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Multimodality; Semiotics; Social semiotics; Literacy; Sociology; Linguistics; Philosophy; Pedagogy","authors":[{"name":"Cary Campbell","is_ca":true},{"name":"Alin Olteanu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03354206123837918,"gpt":0.3431663852502621,"spread":0.3096243240118829,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004252926,0.0004246514,0.0005368576,0.001492063,0.005246755,0.01205971,0.0009061093,0.003092853,0.008021926],"category_scores_gemma":[0.005694478,0.0002022366,0.000266886,0.0008736828,0.03890916,0.01845367,0.008633107,0.004466298,0.0007883714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002758078,"about_ca_system_score_gemma":0.002829178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001827856,"about_ca_topic_score_gemma":0.002388332,"domain_scores_codex":[0.9979123,0.00136758,0.00007599553,0.0001487297,0.0002520432,0.0002432421],"domain_scores_gemma":[0.9941108,0.003906297,0.0003003973,0.0004798884,0.0006105343,0.0005921227],"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":[0.00002101844,0.00001948025,0.0002685805,0.00007865617,0.000002028178,0.0002109198,0.06016099,0.00004703108,0.0002133678,0.9202446,0.002293866,0.01643927],"study_design_scores_gemma":[0.00001478944,0.0000609009,0.0007822049,0.0003700173,0.000006097438,0.0009961748,0.07831059,0.0003518391,0.0004516589,0.6987259,0.2198984,0.00003138233],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1533474,0.03140455,0.02763497,0.1473359,0.00231937,0.00006493789,0.0001114867,0.0001589942,0.6376223],"genre_scores_gemma":[0.9660648,0.00544907,0.003552084,0.003870766,0.001087088,0.00007369363,0.00002554402,0.00006785228,0.01980916],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01205971,"threshold_uncertainty_score":0.02683598,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411920950","doi":"10.1007/s42438-025-00573-w","title":"Critical GenAI Literacy: Postdigital Configurations","year":2025,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":30,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan; Saskatchewan Polytechnic","funders":"Fundação para a Ciência e a Tecnologia; Anadolu Üniversitesi; European Commission; Universidade Nova de Lisboa; Vetenskapsrådet; Ministerstvo Školství, Mládeže a Tělovýchovy","keywords":"Literacy; Psychology; Sociology; Pedagogy","authors":[{"name":"Chrysi Rapanta","is_ca":false},{"name":"Ibrar Bhatt","is_ca":false},{"name":"Aras Bozkurt","is_ca":false},{"name":"Laura Ann Chubb","is_ca":false},{"name":"Christopher Erb","is_ca":false},{"name":"Ingrid Forsler","is_ca":false},{"name":"Karen Gravett","is_ca":false},{"name":"Marguerite Koole","is_ca":true},{"name":"Tomáš Lintner","is_ca":false},{"name":"Alex Örtegren","is_ca":false},{"name":"Tiffany Petricini","is_ca":false},{"name":"Brian Rodgers","is_ca":false},{"name":"Jack Webster","is_ca":false},{"name":"Xiao Xu","is_ca":false},{"name":"Inger-Marie Falgren Christensen","is_ca":false},{"name":"Nina Bonderup Dohn","is_ca":false},{"name":"Louise Westberg Strejby Christensen","is_ca":false},{"name":"Sandris Zeivots","is_ca":false},{"name":"Petar Jandrić","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007169620426832258,"gpt":0.3276148493332999,"spread":0.3204452289064676,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009406056,0.0005245736,0.0004172738,0.003278402,0.006341896,0.01642729,0.001362273,0.00249976,0.007249856],"category_scores_gemma":[0.02642409,0.0004603535,0.0004150312,0.002371035,0.06787138,0.01598061,0.0160601,0.004928709,0.0005794648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005866131,"about_ca_system_score_gemma":0.002550965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007129843,"about_ca_topic_score_gemma":0.001006809,"domain_scores_codex":[0.9875206,0.008812963,0.0005364482,0.001022933,0.001268251,0.0008388386],"domain_scores_gemma":[0.9678596,0.02179508,0.002499546,0.004238463,0.002377584,0.001229731],"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":[0.00004629005,0.00002627448,0.001629178,0.0001565917,0.000006981119,0.000636572,0.1401046,0.000113037,0.000690527,0.8395472,0.0008165889,0.01622619],"study_design_scores_gemma":[0.00002571553,0.0000937912,0.003380314,0.001093957,0.0000233196,0.001675734,0.170628,0.0009685316,0.002986732,0.6803125,0.1387595,0.00005189095],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3941611,0.005286868,0.08808418,0.02828055,0.001006154,0.0002280253,0.00009100941,0.0003068486,0.4825552],"genre_scores_gemma":[0.9912526,0.0004454245,0.004192474,0.0006537289,0.00007632249,0.00008291344,0.00001991585,0.00005864301,0.003217906],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01642729,"threshold_uncertainty_score":0.04974461,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408483338","doi":"10.1007/s42438-025-00544-1","title":"The Entangled Learner: Critical Agency for the Postdigital Era","year":2025,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":29,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council; Social Sciences and Humanities Research Council of Canada; Killam Trusts","keywords":"Agency (philosophy); Political science; Sociology; Social science","authors":[{"name":"Jillianne Code","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01139273366148177,"gpt":0.322046738687977,"spread":0.3106540050264953,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01049565,0.0005016876,0.0004143582,0.001477116,0.01010773,0.01510409,0.001532296,0.003296709,0.004367758],"category_scores_gemma":[0.01173997,0.0002873298,0.0004714358,0.000789425,0.06873605,0.01909567,0.01683373,0.005687045,0.0004878113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004978194,"about_ca_system_score_gemma":0.003674238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001352489,"about_ca_topic_score_gemma":0.001481584,"domain_scores_codex":[0.991767,0.005998748,0.0001824257,0.0007236036,0.0006594125,0.0006689152],"domain_scores_gemma":[0.9913409,0.005172679,0.0007494877,0.001194718,0.0006790383,0.0008632049],"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":[0.00001678535,0.00001532282,0.0007181523,0.00004745414,0.000005072962,0.0002517521,0.1259821,0.0001587254,0.0001898196,0.8635653,0.001040921,0.008008478],"study_design_scores_gemma":[0.00001294683,0.00003778127,0.0006848404,0.0003408641,0.00001301345,0.0006857546,0.1374808,0.0008017934,0.0009480162,0.6770378,0.1819175,0.00003883016],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2992014,0.01028235,0.152124,0.09018181,0.0009197077,0.0001418433,0.00008122664,0.0002163919,0.4468513],"genre_scores_gemma":[0.986692,0.000746005,0.004320483,0.001125555,0.00008250789,0.00005598422,0.000008699377,0.00004815709,0.006920618],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01510409,"threshold_uncertainty_score":0.05550694,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402495136","doi":"10.1007/s42438-024-00500-5","title":"Postdigital Literacies in Everyday Life and Pedagogic Practices","year":2024,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University","keywords":"Materiality (auditing); Sociology; Literacy; Everyday life; Framing (construction); Digital media; Aesthetics; Epistemology; Pedagogy; Computer science; Art; Engineering","authors":[{"name":"Nataša Lacković","is_ca":false},{"name":"Alin Olteanu","is_ca":false},{"name":"Cary Campbell","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02919851194284048,"gpt":0.3517994140117244,"spread":0.3226009020688839,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003047864,0.000273466,0.0003446778,0.002589828,0.00483899,0.01128699,0.000825624,0.001473084,0.008683404],"category_scores_gemma":[0.007823044,0.0001990673,0.0002054899,0.001479249,0.01885507,0.007213509,0.01167225,0.002303678,0.0006688474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003295903,"about_ca_system_score_gemma":0.001589928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00141973,"about_ca_topic_score_gemma":0.00244179,"domain_scores_codex":[0.9961208,0.002426449,0.000170025,0.000355015,0.0004826049,0.0004450782],"domain_scores_gemma":[0.9948109,0.002522663,0.0007974452,0.0006316593,0.0003231195,0.000914163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002751095,0.0001806951,0.01249084,0.0002100472,0.00001332786,0.0009970512,0.7575819,0.0001677241,0.001087977,0.1743092,0.001726209,0.05120739],"study_design_scores_gemma":[0.00001207042,0.0001243378,0.01664438,0.0006856285,0.00001276633,0.001099054,0.7194885,0.0003576745,0.0012848,0.0691727,0.1910724,0.0000457329],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8273523,0.002065026,0.006333018,0.006916516,0.0001292809,0.0000464962,0.00005461485,0.0001014921,0.1570013],"genre_scores_gemma":[0.9960513,0.0002593004,0.0006292557,0.0001756622,0.00001758322,0.00001549583,0.00001149666,0.00001288812,0.002827123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01128699,"threshold_uncertainty_score":0.02904892,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403108997","doi":"10.1007/s42438-024-00512-1","title":"Postdigital/More-Than-Digital Meaning-Making","year":2024,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"Meaning (existential); Meaning-making; Linguistics; Sociology; Computer science; Epistemology; Philosophy","authors":[{"name":"Ibrar Bhatt","is_ca":false},{"name":"Lesley Gourlay","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01169077582339494,"gpt":0.2964122229947754,"spread":0.2847214471713804,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001727431,0.0004126681,0.0002727526,0.001083011,0.002888647,0.01227822,0.0006066455,0.001980998,0.03329032],"category_scores_gemma":[0.0046317,0.0001822055,0.0002939877,0.001565054,0.01203051,0.01538538,0.004744805,0.002437705,0.002935478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002797353,"about_ca_system_score_gemma":0.001754812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008679859,"about_ca_topic_score_gemma":0.001235574,"domain_scores_codex":[0.9984946,0.0004211029,0.00009977948,0.0002531804,0.0004527328,0.0002785487],"domain_scores_gemma":[0.997862,0.0005214183,0.0002223777,0.0006890718,0.0003374556,0.0003676235],"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":[0.00005571168,0.00003021957,0.0005515047,0.00007648582,0.000004896696,0.0001449096,0.007065938,0.00004114023,0.0006076163,0.9583744,0.004827475,0.02821966],"study_design_scores_gemma":[0.00001647853,0.00004143883,0.00345466,0.0002009816,0.00001801404,0.0007922782,0.01572459,0.0001969907,0.002067116,0.6362302,0.3412312,0.00002603964],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06854923,0.003068102,0.008649884,0.01656905,0.001476638,0.0000332803,0.0001691774,0.0001048061,0.9013799],"genre_scores_gemma":[0.9306439,0.001460714,0.002126821,0.002260839,0.00057533,0.00002726146,0.0001013433,0.0000833519,0.06272052],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03329032,"threshold_uncertainty_score":0.1113672,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4323316848","doi":"10.1007/s42438-023-00393-w","title":"Designing Educational Futures: Imagine a Collaborative Bloom","year":2023,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Futures contract; Abandonment (legal); Openness to experience; General partnership; Collective action; Hierarchy; Sociology; Action (physics); Public relations; Political science; Psychology; Business; Politics; Social psychology","authors":[{"name":"Sandra Abegglen","is_ca":true},{"name":"Tom Burns","is_ca":false},{"name":"Richard F Heller","is_ca":false},{"name":"Sandra Sinfield","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01112903537442972,"gpt":0.3340871351092831,"spread":0.3229580997348533,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0182743,0.0008548871,0.0004419445,0.001536922,0.01571403,0.01958169,0.002761476,0.01012984,0.02762554],"category_scores_gemma":[0.01538141,0.0007843584,0.001202882,0.0008536946,0.02967788,0.0208807,0.01854006,0.006272886,0.004547262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005643862,"about_ca_system_score_gemma":0.007946169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003513546,"about_ca_topic_score_gemma":0.004806823,"domain_scores_codex":[0.9836838,0.01281887,0.0002795282,0.001037154,0.001070656,0.001110065],"domain_scores_gemma":[0.991793,0.003591676,0.0004288025,0.00149176,0.0007773917,0.001917317],"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":[0.00001867635,0.00004434805,0.0003150921,0.00005037158,0.000007585696,0.0003029168,0.0189168,0.001172025,0.0001559742,0.9639159,0.008517445,0.006582983],"study_design_scores_gemma":[0.00003239953,0.00004280312,0.00008340587,0.0002042025,0.00001130181,0.0002083724,0.0219305,0.002194015,0.0002713853,0.65032,0.3246756,0.00002596977],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02313276,0.002067274,0.1462754,0.1522606,0.001585887,0.0002999958,0.0001221417,0.0005312542,0.6737247],"genre_scores_gemma":[0.7969446,0.001537981,0.1143918,0.006954741,0.0003247136,0.0005369516,0.0001380973,0.0003137066,0.07885742],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02762554,"threshold_uncertainty_score":0.09664494,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3023447901","doi":"10.1007/s42438-020-00115-6","title":"If Everything Has Changed, Why Such a Focus on Bailing Out Capitalism? The Somber Reality Underpinning Covid-19","year":2020,"lang":"en","type":"editorial","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Underpinning; Capitalism; Coronavirus disease 2019 (COVID-19); Focus (optics); Keynesian economics; Economics; Political science; Geology; Physics; Medicine; Law; Optics; Politics","authors":[{"name":"Paul R. Carr","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05623353657033392,"gpt":0.3358541222283578,"spread":0.2796205856580238,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01210009,0.002375988,0.002418234,0.002825878,0.006188449,0.0188054,0.003643878,0.0303246,0.01441244],"category_scores_gemma":[0.04367137,0.0009534846,0.001797342,0.001667623,0.00825606,0.01015011,0.003072639,0.03585838,0.008561577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006036343,"about_ca_system_score_gemma":0.008617108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005403578,"about_ca_topic_score_gemma":0.02260403,"domain_scores_codex":[0.9893896,0.001938023,0.0008812312,0.001218849,0.005678449,0.0008938435],"domain_scores_gemma":[0.9607492,0.0211076,0.001317268,0.001233102,0.01111911,0.004473821],"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":[0.00001023344,0.000006548715,0.00001322965,0.0001089126,0.000007545076,0.00004741503,0.00003799549,0.00001258262,0.00002651944,0.003343156,0.9936454,0.002740352],"study_design_scores_gemma":[0.00001814934,0.000009725457,0.0001349208,0.0003194597,0.00001636079,0.00005378122,0.0001450764,0.00006036581,0.00004609981,0.005510557,0.9936661,0.00001928603],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002673143,0.003320362,0.0000839935,0.1015415,0.891569,0.000007450441,0.00002508333,0.00002331746,0.003402506],"genre_scores_gemma":[0.0008295843,0.003941867,0.0001643023,0.08475335,0.888733,0.00002337362,0.00002343576,0.00005947354,0.02147159],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0303246,"threshold_uncertainty_score":0.0639922,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3034171066","doi":"10.1007/s42438-020-00142-3","title":"Shooting Yourself First in the Foot, then in the Head: Normative Democracy Is Suffocating, and then the Coronavirus Came to Light","year":2020,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Political Philosophy and Ethics","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Normative; Coronavirus disease 2019 (COVID-19); Coronavirus; Democracy; Foot (prosody); Head (geology); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Medicine; Political science; Art; Law; Outbreak; Geology; Literature; Politics; Pathology","authors":[{"name":"Paul R. Carr","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0914554536896845,"gpt":0.3798872063392919,"spread":0.2884317526496074,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003021104,0.0003656981,0.0003280393,0.0006576029,0.01609918,0.01160431,0.001156361,0.003694936,0.007320287],"category_scores_gemma":[0.005385523,0.0001554303,0.0002938078,0.0008181545,0.03069333,0.005848258,0.002737089,0.006197323,0.001493731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01871867,"about_ca_system_score_gemma":0.01510144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3098686,"about_ca_topic_score_gemma":0.3959221,"domain_scores_codex":[0.9968278,0.00134855,0.00005031127,0.0003300729,0.0007124913,0.0007308274],"domain_scores_gemma":[0.9977382,0.0007743557,0.0002061667,0.0001740294,0.0008095374,0.0002976946],"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":[0.00004815001,0.00002691339,0.002087464,0.0001568186,0.00001345479,0.0005273848,0.1581311,0.0002006647,0.0005425914,0.654736,0.1584205,0.02510894],"study_design_scores_gemma":[0.000008281465,0.00002174532,0.00213604,0.0004090947,0.000007828511,0.0002130586,0.09647834,0.0002020078,0.0005553236,0.05672965,0.8431997,0.00003897025],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.08121328,0.01030144,0.008217712,0.4723009,0.006379778,0.000100228,0.0003023424,0.0002117128,0.4209725],"genre_scores_gemma":[0.8321536,0.003804978,0.001663706,0.05258092,0.001190501,0.00006247562,0.0001284883,0.0001787327,0.1082366],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3098686,"threshold_uncertainty_score":0.6161299,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416024921","doi":"10.1007/s42438-025-00602-8","title":"A Multidisciplinary Research Agenda for Artificial Intelligence, Education, Learning, and Instruction","year":2025,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"Mittuniversitetet","keywords":"Multidisciplinary approach; Literacy; Lifelong learning; Transformational leadership; Educational research; Stakeholder; Thematic analysis; Underpinning","authors":[{"name":"Jimmy Jaldemark","is_ca":false},{"name":"Johan Lundin","is_ca":false},{"name":"Roger Säljö","is_ca":false},{"name":"Justin Edwards","is_ca":false},{"name":"Andreas Gegenfurtner","is_ca":false},{"name":"W. Holmes","is_ca":true},{"name":"Sanna Järvelä","is_ca":false},{"name":"Maarten de Laat","is_ca":false},{"name":"Ylva Lindberg","is_ca":false},{"name":"Allison Littlejohn","is_ca":false},{"name":"Sabine Seufert","is_ca":false},{"name":"Marcus Specht","is_ca":false},{"name":"Lars A. Svensson","is_ca":false},{"name":"Chrysi Rapanta","is_ca":false},{"name":"Sarah Hayes","is_ca":false},{"name":"Sandris Zeivots","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05554800896870092,"gpt":0.4229983655131722,"spread":0.3674503565444712,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1053622,0.001338442,0.001822744,0.007641298,0.01860664,0.04225661,0.004265598,0.01542202,0.008217011],"category_scores_gemma":[0.03555499,0.0008038009,0.001708095,0.007287729,0.05742825,0.05672668,0.03068305,0.01915785,0.001331837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01956487,"about_ca_system_score_gemma":0.05391625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002666673,"about_ca_topic_score_gemma":0.002707303,"domain_scores_codex":[0.9264776,0.05740246,0.002148625,0.004321949,0.005629497,0.004019898],"domain_scores_gemma":[0.8841845,0.08139946,0.00411901,0.00833657,0.01229168,0.009668699],"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":[0.00003035723,0.0001338342,0.0009946225,0.0005873194,0.00002082842,0.0001556133,0.03792504,0.0004589066,0.0002880739,0.9176469,0.01007477,0.03168367],"study_design_scores_gemma":[0.00002200314,0.00007417538,0.001076701,0.00280086,0.00003061611,0.0001553366,0.1102479,0.0009226309,0.0003180903,0.6191595,0.2651489,0.0000431732],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01451864,0.03773767,0.04031053,0.8288663,0.004100998,0.0003235272,0.00007951789,0.0001470899,0.07391565],"genre_scores_gemma":[0.7964549,0.03436675,0.08220839,0.05692593,0.00489317,0.001721057,0.0002246597,0.0001986366,0.02300659],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1053622,"threshold_uncertainty_score":0.5572153,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399546195","doi":"10.1007/s42438-024-00480-6","title":"Naess’s Empirical Semantics and Postdigital Design Agency in Contemporary Studio Arts Education","year":2024,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Studio; Agency (philosophy); The arts; Semantics (computer science); Sociology; Visual arts; Art; Aesthetics; Computer science; Social science; Programming language","authors":[{"name":"Scott Bowering","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0811317545803076,"gpt":0.364536998699698,"spread":0.2834052441193904,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004417363,0.000353825,0.0003655902,0.002035271,0.004149472,0.008770412,0.001032265,0.001754965,0.01104809],"category_scores_gemma":[0.007373897,0.0003630378,0.0005253609,0.001865025,0.032223,0.01263862,0.004513187,0.00254034,0.0008543354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004634726,"about_ca_system_score_gemma":0.002150407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003158021,"about_ca_topic_score_gemma":0.004430502,"domain_scores_codex":[0.9950924,0.002825639,0.0003377248,0.0007002754,0.0006810715,0.0003629694],"domain_scores_gemma":[0.9947747,0.002612434,0.0003917199,0.001099285,0.0008369363,0.000284901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009132624,0.000009153647,0.0002752534,0.00001050504,0.000001236267,0.00002120503,0.006396456,0.00008993081,0.00007006879,0.9899687,0.0002008273,0.002947325],"study_design_scores_gemma":[0.00001928548,0.00002730711,0.001294475,0.00007664217,0.000008049365,0.0002383124,0.01799383,0.001317345,0.0006702031,0.8954529,0.08288221,0.00001934319],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1349268,0.0009517671,0.04900096,0.004554436,0.0001020564,0.00003393735,0.00004965685,0.0000801737,0.8103002],"genre_scores_gemma":[0.9813137,0.0001339495,0.003261742,0.000146396,0.00001603338,0.00001929358,0.00001889403,0.00003184124,0.01505808],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01104809,"threshold_uncertainty_score":0.03695953,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402648204","doi":"10.1007/s42438-024-00505-0","title":"Monetising Digital Data in Higher Education: Analysing the Strategies and Struggles of EdTech Startups","year":2024,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"Economic and Social Research Council","keywords":"Data science; Political science; Business; Computer science","authors":[{"name":"Janja Komljenovič","is_ca":false},{"name":"Kean Birch","is_ca":true},{"name":"Sam Sellar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04274279073333007,"gpt":0.322122015423823,"spread":0.2793792246904929,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007848582,0.0002568443,0.0002660943,0.002719601,0.005177163,0.0100148,0.0009659879,0.001562888,0.004543113],"category_scores_gemma":[0.01538296,0.0003159148,0.0001699041,0.002593913,0.006326619,0.005260837,0.007594274,0.002026518,0.0006417239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005835253,"about_ca_system_score_gemma":0.003840509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004114018,"about_ca_topic_score_gemma":0.008256513,"domain_scores_codex":[0.9938383,0.003089809,0.0001230936,0.0003273196,0.001156341,0.001465159],"domain_scores_gemma":[0.9791366,0.01156059,0.00245886,0.0007599637,0.001880977,0.004203032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004177096,0.0005235371,0.2482328,0.0003677275,0.00008043957,0.00382849,0.4138985,0.001682087,0.004412209,0.1570438,0.01158628,0.1579264],"study_design_scores_gemma":[0.00001379208,0.0001963588,0.08708438,0.000374857,0.00001879011,0.000365337,0.8178184,0.003123135,0.002587784,0.01587123,0.07246322,0.0000827726],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849505,0.0002946627,0.001390201,0.003651589,0.00001066662,0.00003274966,0.00003433743,0.00001249441,0.009622786],"genre_scores_gemma":[0.9970242,0.0001306778,0.000478598,0.0001998302,0.000004872357,0.00001361091,0.00002111633,0.000007280855,0.00211979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9948229,"threshold_uncertainty_score":0.04233789,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416592759","doi":"10.1007/s42438-025-00600-w","title":"The ‘Tragic Dilemma’ of GenAI in Education: An Exploratory Human-AI Conversation","year":2025,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"AI in Service Interactions","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Athabasca University","funders":"","keywords":"Conversation; Cognitive reframing; Tone (literature); Context (archaeology); Phrase; Generative grammar","authors":[{"name":"Agnieszka Palalas","is_ca":true},{"name":"Mark Pegrum","is_ca":false},{"name":"Charlotte Nirmalani Gunawardena","is_ca":false},{"name":"Rachel Siow Robertson","is_ca":false},{"name":"Jarrod Ventura","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0127102180558789,"gpt":0.3237897043784451,"spread":0.3110794863225662,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01412426,0.001047126,0.0006521642,0.002181997,0.03797195,0.0176754,0.003308225,0.01387033,0.009841838],"category_scores_gemma":[0.03089545,0.0007281181,0.0004534154,0.00179221,0.05197851,0.02357186,0.01719295,0.02040907,0.001002812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009005412,"about_ca_system_score_gemma":0.005107753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01112223,"about_ca_topic_score_gemma":0.01644761,"domain_scores_codex":[0.9842597,0.01270252,0.000138747,0.0005934421,0.0008556147,0.001449978],"domain_scores_gemma":[0.9820772,0.01419712,0.000777933,0.0005572976,0.0008943512,0.001496146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004317936,0.00003888361,0.0004154693,0.00006647183,0.000004683167,0.0008930318,0.8708724,0.0001140917,0.0002666262,0.1170243,0.007003417,0.003257453],"study_design_scores_gemma":[0.000009414157,0.00002347662,0.0003378019,0.0001623853,0.000003847098,0.0005381469,0.8974084,0.000264103,0.000226043,0.01719741,0.08381064,0.00001838275],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3687076,0.003564261,0.01574529,0.2963442,0.003861495,0.0001649537,0.0001290612,0.0001684145,0.3113147],"genre_scores_gemma":[0.9777521,0.0006221935,0.001238268,0.009125979,0.0002808255,0.00006303612,0.00002300425,0.0001245935,0.01076998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03797195,"threshold_uncertainty_score":0.07469714,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403774205","doi":"10.1007/s42438-024-00520-1","title":"Postdigital Organizationality as a Process for Commoning: Evidence from an Independent Musical Scene","year":2024,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval; Université du Québec à Montréal","funders":"","keywords":"Musical; Process (computing); Linguistics; Computer science; Visual arts; Art; Philosophy; Programming language","authors":[{"name":"Thierry Beaupré-Gateau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03676725512144889,"gpt":0.3688884082054044,"spread":0.3321211530839555,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00767339,0.0003272122,0.0003936306,0.002791026,0.008587255,0.01165997,0.003329013,0.002421804,0.01811689],"category_scores_gemma":[0.04098731,0.00045957,0.0003322262,0.002684406,0.01559907,0.01039774,0.01260754,0.002963533,0.001152077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003922026,"about_ca_system_score_gemma":0.004174361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01494907,"about_ca_topic_score_gemma":0.02420278,"domain_scores_codex":[0.9915779,0.003274566,0.0003150497,0.001096111,0.00214102,0.001595342],"domain_scores_gemma":[0.9418204,0.02671264,0.01269651,0.008749276,0.004890777,0.005130452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001884928,0.002418445,0.1728855,0.0007442771,0.0001747002,0.001740682,0.4849147,0.0002955962,0.00307007,0.1921032,0.005522314,0.1342457],"study_design_scores_gemma":[0.0001585398,0.000407805,0.3163672,0.0005234602,0.0001047254,0.0004387025,0.6145573,0.0005349408,0.001379596,0.02257055,0.04285809,0.00009907997],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9095312,0.0003761204,0.001324144,0.001704353,0.00003636876,0.00008281998,0.00006841394,0.00001637294,0.08686018],"genre_scores_gemma":[0.9973899,0.00008849749,0.0002443827,0.0001551692,0.00001143642,0.00002360709,0.00003547285,0.00001656631,0.002035102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01811689,"threshold_uncertainty_score":0.06060702,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400333002","doi":"10.1007/s42438-024-00498-w","title":"Flatulence, Wonder, and Artificial Intelligence: Montaigne and Emerging Technologies","year":2024,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Wonder; Flatulence; Artificial intelligence; Computer science; Philosophy; Epistemology; Medicine","authors":[{"name":"Noah Khan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02672410646907369,"gpt":0.3539917075736511,"spread":0.3272676011045774,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002713722,0.0003639261,0.0004091647,0.002888445,0.004346402,0.01379263,0.000708444,0.003035136,0.01095087],"category_scores_gemma":[0.004862966,0.0001639958,0.000270968,0.002101692,0.03500361,0.01237557,0.003946237,0.003288301,0.0007431563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005563819,"about_ca_system_score_gemma":0.002023891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007914308,"about_ca_topic_score_gemma":0.01190152,"domain_scores_codex":[0.9988492,0.000527831,0.00002922839,0.0001407773,0.0003399834,0.0001130657],"domain_scores_gemma":[0.9962078,0.00258304,0.0002659403,0.0003606233,0.0003210178,0.0002616305],"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":[0.00003405631,0.00003223698,0.00144812,0.0001058978,0.000007798811,0.0001044531,0.00892214,0.0001297951,0.0001698462,0.9417788,0.006319289,0.04094752],"study_design_scores_gemma":[0.00002156103,0.00004171913,0.004166564,0.000604816,0.00001527679,0.000363139,0.01204156,0.0007812932,0.0003380924,0.7741461,0.2074436,0.0000363117],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06740954,0.09418643,0.01020651,0.192045,0.000922408,0.00003028031,0.0001045967,0.0001671326,0.6349281],"genre_scores_gemma":[0.9333498,0.02778271,0.003261279,0.006432756,0.001444968,0.00005100705,0.00004344015,0.00005352359,0.02758032],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01379263,"threshold_uncertainty_score":0.04036856,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406937490","doi":"10.1007/s42438-024-00535-8","title":"Skating on Thinning Ice: Backyard Citizen Science for Climate Change Awareness","year":2025,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Mount Saint Vincent University; University of Toronto","funders":"","keywords":"Thinning; Climate change; Citizen science; Environmental science; Political science; Meteorology; Geography; Geology; Forestry; Oceanography; Biology","authors":[{"name":"Erin Sperling","is_ca":true},{"name":"G. Michael Bowen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03282577421664089,"gpt":0.354909616047431,"spread":0.3220838418307901,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002361369,0.0004677719,0.0003815583,0.001000107,0.0038283,0.006483356,0.0009132126,0.002205171,0.02539988],"category_scores_gemma":[0.004778088,0.0002425897,0.0005707439,0.0007701783,0.002697354,0.004410944,0.003796051,0.002538113,0.002900888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001749929,"about_ca_system_score_gemma":0.004550643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01228524,"about_ca_topic_score_gemma":0.0354608,"domain_scores_codex":[0.9990507,0.0003415612,0.00002156164,0.0001178962,0.0002402886,0.0002279803],"domain_scores_gemma":[0.9973374,0.0009421263,0.0001746519,0.0003275086,0.0006424538,0.0005758232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007249007,0.001322115,0.04812293,0.0009429581,0.0001166154,0.0008604921,0.03143256,0.002127081,0.008476456,0.04561639,0.1593268,0.7009305],"study_design_scores_gemma":[0.0001030873,0.0006720944,0.04785357,0.001966843,0.0001693771,0.0005107011,0.1275057,0.009568941,0.007973398,0.1095014,0.6940401,0.0001347899],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3380574,0.004908416,0.03408298,0.09364015,0.003965317,0.0003423938,0.0005932482,0.001197098,0.5232131],"genre_scores_gemma":[0.9301982,0.002840423,0.02238992,0.005016202,0.0005552273,0.0001003219,0.0003760421,0.0002192481,0.03830448],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02539988,"threshold_uncertainty_score":0.08497113,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3159758615","doi":"10.1007/s42438-021-00227-7","title":"Review of Steve Fuller (2019). Nietzschean Meditations: Untimely Thoughts at the Dawn of the Transhuman Era","year":2021,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Neuroethics, Human Enhancement, Biomedical Innovations","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Humber College","funders":"","keywords":"Environmental ethics; History; Philosophy; Art history; Art; Psychoanalysis; Psychology","authors":[{"name":"Alcibiades Malapi‐Nelson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04313825578076593,"gpt":0.3391437436409139,"spread":0.296005487860148,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002013678,0.001434686,0.001802544,0.003793519,0.001099552,0.003500716,0.001958867,0.005788891,0.01253605],"category_scores_gemma":[0.008220451,0.0005748703,0.0006112986,0.002821729,0.00160238,0.004669772,0.00288751,0.008482436,0.0119345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002662058,"about_ca_system_score_gemma":0.003169459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007240698,"about_ca_topic_score_gemma":0.01346113,"domain_scores_codex":[0.9990144,0.0001764486,0.0001283952,0.0002050374,0.0003970627,0.00007868139],"domain_scores_gemma":[0.9955488,0.002114984,0.000317593,0.00008278708,0.001295308,0.0006405681],"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":[0.00004072411,0.00001130607,0.00005191921,0.001563536,0.00001564457,0.00005293787,0.00007700608,0.00003087003,0.00007720919,0.001492005,0.9172948,0.07929195],"study_design_scores_gemma":[0.000009731486,0.00001192365,0.0002094654,0.002183761,0.00001286179,0.0001955143,0.00005090907,0.00001105983,0.00004066799,0.0006201655,0.9966431,0.00001098733],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.00004399372,0.8528325,0.0001306111,0.05767459,0.08624301,0.00001454945,0.0001008892,0.00001507079,0.002944874],"genre_scores_gemma":[0.0009556199,0.7878447,0.000193528,0.09543593,0.09845506,0.00005518341,0.0001966382,0.00003888485,0.01682438],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01253605,"threshold_uncertainty_score":0.04193723,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400302204","doi":"10.1007/s42438-024-00495-z","title":"Critical Postdigital Literacies as Resistance Against Platform Governance on Twitter","year":2024,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Resistance (ecology); Corporate governance; Political science; Business; Biology","authors":[{"name":"Anita Hagh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01388356928067913,"gpt":0.3069033847052718,"spread":0.2930198154245927,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006103587,0.0003788437,0.0002559444,0.001925807,0.01049946,0.01884417,0.001316401,0.005882123,0.01535838],"category_scores_gemma":[0.02646616,0.000364978,0.000245568,0.00119634,0.01716045,0.01339484,0.01149092,0.00653701,0.001673504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005654292,"about_ca_system_score_gemma":0.003112303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003397492,"about_ca_topic_score_gemma":0.004051693,"domain_scores_codex":[0.9923213,0.004004424,0.0002243536,0.0007833465,0.001223455,0.00144301],"domain_scores_gemma":[0.9774241,0.01352678,0.002736965,0.002299208,0.001650196,0.00236258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009010619,0.00008218372,0.007823183,0.00005767367,0.00001482546,0.0007852743,0.3277927,0.0001193872,0.001577998,0.6345025,0.008782276,0.01837183],"study_design_scores_gemma":[0.00004871579,0.0001412682,0.01243153,0.0003668289,0.00003528261,0.0006558437,0.4496169,0.001829764,0.00330242,0.2025602,0.328928,0.00008328953],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5563385,0.0002589397,0.003703651,0.03176606,0.0003277406,0.00006642845,0.00005593432,0.00009181633,0.4073909],"genre_scores_gemma":[0.9857642,0.00003405617,0.00017337,0.001199286,0.00004814316,0.00001991947,0.00001071171,0.00003809305,0.01271221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01884417,"threshold_uncertainty_score":0.05137891,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416810359","doi":"10.1007/s42438-025-00593-6","title":"Perspectives from South Africa on GenAI in Higher Education: A Postdigital Dialogue with the Global Context","year":2025,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"Department of Higher Education and Training; Bath Spa University","keywords":"Context (archaeology); Technocracy; Notice; Dystopia; Wonder; Global South","authors":[{"name":"Sarah Hayes","is_ca":false},{"name":"Sarah Earle","is_ca":false},{"name":"Shalini Dukhan","is_ca":false},{"name":"Kershree Padayachee","is_ca":false},{"name":"Laura Dison","is_ca":false},{"name":"Milton Milaras","is_ca":false},{"name":"Alex Smit-Stachowski","is_ca":false},{"name":"Vered Aharonson","is_ca":false},{"name":"Nazira Hoosen","is_ca":false},{"name":"Luo Mei","is_ca":false},{"name":"Lynn Hewlett","is_ca":false},{"name":"Cecile Badenhorst","is_ca":true},{"name":"Douglas Andrews","is_ca":false},{"name":"Ruksana Osman","is_ca":false},{"name":"Malcolm Weaich","is_ca":false},{"name":"Rodney Genga","is_ca":false},{"name":"Catherine L. Tam","is_ca":false},{"name":"Paul Prinsloo","is_ca":false},{"name":"Nicolás Ruiz","is_ca":false},{"name":"Rovincer Najjuma","is_ca":false},{"name":"Michael Gallagher","is_ca":false},{"name":"Emmanuel Nartey","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01544665265922322,"gpt":0.2594823940298577,"spread":0.2440357413706345,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01255213,0.0008864614,0.0006810462,0.00214441,0.02480221,0.0138125,0.00109675,0.003651293,0.009441042],"category_scores_gemma":[0.01143552,0.0005454181,0.0003827311,0.002563858,0.0361288,0.01098954,0.0175944,0.007714167,0.0005962547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00906958,"about_ca_system_score_gemma":0.005781107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00620091,"about_ca_topic_score_gemma":0.01034009,"domain_scores_codex":[0.9899917,0.007527573,0.0002307721,0.0003697126,0.0004729643,0.001407224],"domain_scores_gemma":[0.9846395,0.01200804,0.0009816788,0.000475405,0.0005061434,0.001389285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002460824,0.00001764215,0.0006659193,0.000168833,0.000005517185,0.001508835,0.9625884,0.00005880576,0.0008854118,0.02869087,0.0008388597,0.004546158],"study_design_scores_gemma":[0.000002989061,0.00001845918,0.0007655182,0.0003312915,0.000004202247,0.0003644905,0.9450267,0.00004014884,0.0004154739,0.003659733,0.0493594,0.00001157373],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8292968,0.008587433,0.003362031,0.08637114,0.0008115239,0.0001042559,0.00007406121,0.00003124512,0.07136138],"genre_scores_gemma":[0.9893144,0.001875804,0.0004838795,0.002562729,0.00006811951,0.00004916141,0.00001026592,0.00002609753,0.005609526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02480221,"threshold_uncertainty_score":0.06638277,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412770529","doi":"10.1007/s42438-025-00581-w","title":"Review of Lesley Gourlay (2025). The University and the Algorithmic Gaze","year":2025,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Philosophical and Theoretical Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Gaze; Psychology; Computer science; Cognitive science; Psychoanalysis","authors":[{"name":"Catherine Adams","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00935994656363562,"gpt":0.2276409026388752,"spread":0.2182809560752396,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002695223,0.000889284,0.001202112,0.005375622,0.001671848,0.004486148,0.00129919,0.004148999,0.01480637],"category_scores_gemma":[0.01058651,0.0005113865,0.0004394452,0.005579192,0.002630184,0.006920427,0.002445433,0.006561482,0.01018114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003797481,"about_ca_system_score_gemma":0.004423189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0142751,"about_ca_topic_score_gemma":0.03052175,"domain_scores_codex":[0.9987006,0.0003564654,0.0001075799,0.0002243158,0.000505855,0.00010508],"domain_scores_gemma":[0.9895291,0.005588885,0.0004686858,0.0002675644,0.003098728,0.001047122],"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":[0.00001695092,0.000007046432,0.00008574199,0.0005967309,0.000009849007,0.00002668459,0.0001084675,0.00003745668,0.00003138629,0.008423874,0.9431863,0.04746932],"study_design_scores_gemma":[0.000003209229,0.000003222017,0.00019505,0.0008821351,0.000005705889,0.00005007074,0.00006343082,0.000008612932,0.00001907274,0.00167462,0.997089,0.000005925156],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006272942,0.85365,0.0001592843,0.1089517,0.03143699,0.000004827063,0.00009875577,0.000009273668,0.005626545],"genre_scores_gemma":[0.002534138,0.8125874,0.0002930093,0.09691309,0.06242325,0.00002331914,0.0001944709,0.00004635647,0.02498502],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9983281,"threshold_uncertainty_score":0.04953223,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4309174421","doi":"10.1007/s42438-022-00357-6","title":"Review of Gary Hall (2021). A Stubborn Fury: How Writing Works in Elitist Britain","year":2022,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"American History and Culture","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"History; Art; Literature","authors":[{"name":"Sandra Abegglen","is_ca":true},{"name":"Tom Burns","is_ca":false},{"name":"Sandra Sinfield","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008574065548350874,"gpt":0.2250435952801812,"spread":0.2164695297318303,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004141425,0.00142296,0.002069015,0.006413808,0.002027477,0.005644911,0.002272929,0.007552468,0.0147813],"category_scores_gemma":[0.01883916,0.0008158759,0.0007453717,0.006799229,0.002645655,0.006564548,0.003037022,0.008467386,0.01315669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005493606,"about_ca_system_score_gemma":0.008899162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02367115,"about_ca_topic_score_gemma":0.05372638,"domain_scores_codex":[0.9973968,0.0006571346,0.0003156113,0.000316493,0.001077218,0.0002367456],"domain_scores_gemma":[0.9823972,0.008692482,0.00106553,0.0003595907,0.005929488,0.001555849],"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":[0.00001722885,0.000005110388,0.00004783812,0.00114697,0.000009539907,0.00002602338,0.0001132793,0.00001373392,0.00002102729,0.001193613,0.9640831,0.03332251],"study_design_scores_gemma":[0.000005475488,0.000004540278,0.0003420906,0.003027187,0.00001027438,0.00006490869,0.0001101022,0.000004499892,0.00001518438,0.0004531207,0.9959546,0.000008079884],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004264306,0.843273,0.00005331058,0.1106106,0.04268,0.000009209517,0.0001503586,0.00001071842,0.003170138],"genre_scores_gemma":[0.001494096,0.7817339,0.0001524413,0.1468479,0.05107817,0.00004764399,0.0002595437,0.00004004145,0.01834633],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02367115,"threshold_uncertainty_score":0.04944837,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387244575","doi":"10.1007/s42438-023-00434-4","title":"Review of Christian Fuchs (2022). Digital Humanism: A Philosophy for 21st Century Digital Society","year":2023,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Scientific Research and Philosophical Inquiry","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Winnipeg","funders":"","keywords":"Humanism; Philosophy; Epistemology; Theology","authors":[{"name":"Matthew Flisfeder","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04878140174481813,"gpt":0.3350335860304361,"spread":0.286252184285618,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003173278,0.0009809915,0.001181015,0.004928007,0.001736357,0.004533284,0.001203805,0.006000927,0.009494417],"category_scores_gemma":[0.01510081,0.0005099854,0.000542515,0.004653098,0.001874593,0.006510266,0.002890543,0.006724002,0.006097466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00424604,"about_ca_system_score_gemma":0.008429067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01304453,"about_ca_topic_score_gemma":0.01944518,"domain_scores_codex":[0.9981841,0.0004699633,0.000157221,0.0002575793,0.0007831384,0.0001479912],"domain_scores_gemma":[0.9896673,0.005010694,0.0005801196,0.0002004899,0.003673822,0.0008676168],"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":[0.00002545795,0.000008153544,0.00009583534,0.001781806,0.00001452837,0.00003662161,0.0001426886,0.0000358498,0.00005665129,0.005233331,0.9344212,0.05814781],"study_design_scores_gemma":[0.000004942568,0.000004873477,0.0002620503,0.002064732,0.00001019114,0.00006691457,0.00008252521,0.000008977599,0.00002884532,0.001064206,0.9963951,0.000006783514],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007498946,0.8497802,0.0001156265,0.1145539,0.03165821,0.000009817893,0.0001279883,0.000007958327,0.003671214],"genre_scores_gemma":[0.002480463,0.8015885,0.0001983763,0.1451664,0.03738699,0.00003864092,0.0002329242,0.0000261759,0.01288155],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01304453,"threshold_uncertainty_score":0.031762,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2996231391","doi":"10.1007/s42438-019-00092-5","title":"Review of Allison Littlejohn, Jimmy Jaldemark, Emmy Vrieling-Tuenter, & Femke Nijland (Eds.) (2019). Networked professional learning: Emerging and equitable discourses for professional development","year":2019,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Sociology; Professional development; Psychology; Pedagogy","authors":[{"name":"Marguerite Koole","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01923473995425254,"gpt":0.3042477994788257,"spread":0.2850130595245732,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00373585,0.001146529,0.002167193,0.007450361,0.0009710575,0.003582271,0.001892855,0.003085996,0.01009123],"category_scores_gemma":[0.01200257,0.0007822624,0.0008067118,0.008959391,0.001136836,0.005271364,0.001748486,0.003521613,0.008139174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002711111,"about_ca_system_score_gemma":0.007643755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01316635,"about_ca_topic_score_gemma":0.03450334,"domain_scores_codex":[0.9986358,0.0002689893,0.0002194047,0.0001997891,0.0005915256,0.00008446955],"domain_scores_gemma":[0.9894326,0.004488576,0.0008947353,0.0002065335,0.004101824,0.0008757116],"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":[0.00003981974,0.00001790288,0.0001501612,0.01019397,0.00005934351,0.00005656191,0.0001533683,0.00006742141,0.0001030947,0.001697701,0.7838427,0.203618],"study_design_scores_gemma":[0.000008895308,0.00001144287,0.000405955,0.007907304,0.00005718962,0.0001489207,0.00008974713,0.00001187438,0.00003685759,0.0003953563,0.9909142,0.00001219391],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002705157,0.9820768,0.00006408339,0.01096094,0.005715058,0.000006535265,0.00005246915,0.000005282752,0.001091868],"genre_scores_gemma":[0.0002856411,0.9877011,0.00009207974,0.00670532,0.003287047,0.00001186798,0.00007862369,0.00000561494,0.001832684],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01316635,"threshold_uncertainty_score":0.03375846,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}