{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"881a25928784","filters":{"venue":"Collective Dynamics"}},"results":[{"id":"W2922022416","doi":"10.17815/cd.2019.19","title":"A Glossary forResearch on Human Crowd Dynamics","year":2019,"lang":"en","type":"article","venue":"Collective Dynamics","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":58,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Prevention of Organ Failure","funders":"Lorentz Center; Nederlandse Organisatie voor Wetenschappelijk Onderzoek","keywords":"Glossary; Terminology; Multidisciplinary approach; Computer science; Data science; Crowds; Process (computing); Field (mathematics); Point (geometry); Management science; Epistemology; Engineering ethics; Sociology; Social science; Linguistics; Mathematics; Engineering","authors":[{"name":"Juliane Adrian","is_ca":false},{"name":"Nikolai W. F. Bode","is_ca":false},{"name":"Martyn Amos","is_ca":false},{"name":"Mitra Baratchi","is_ca":false},{"name":"Mira Beermann","is_ca":false},{"name":"Maik Boltes","is_ca":false},{"name":"Alessandro Corbetta","is_ca":false},{"name":"Guillaume Dezecache","is_ca":false},{"name":"John Drury","is_ca":false},{"name":"Fu Zhijian","is_ca":false},{"name":"Roland Gerærts","is_ca":false},{"name":"S. Gwynne","is_ca":false},{"name":"Gesine Hofinger","is_ca":false},{"name":"Aoife Hunt","is_ca":false},{"name":"Tinus Kanters","is_ca":false},{"name":"Angelika Kneidl","is_ca":false},{"name":"Krisztina Konya","is_ca":false},{"name":"Gerta Köster","is_ca":false},{"name":"Mira Küpper","is_ca":false},{"name":"Georgios Michalareas","is_ca":false},{"name":"Fergus Neville","is_ca":false},{"name":"Evangelos Ntontis","is_ca":false},{"name":"Stephen Reicher","is_ca":false},{"name":"Enrico Ronchi","is_ca":false},{"name":"Andreas Schadschneider","is_ca":false},{"name":"Armin Seyfried","is_ca":false},{"name":"Alastair Shipman","is_ca":false},{"name":"Anna Sieben","is_ca":false},{"name":"Michael Spearpoint","is_ca":false},{"name":"Gavin Brent Sullivan","is_ca":false},{"name":"Anne Templeton","is_ca":false},{"name":"Federico Toschi","is_ca":false},{"name":"Zeynep Yücel","is_ca":false},{"name":"Francesco Zanlungo","is_ca":false},{"name":"Iker Zuriguel","is_ca":false},{"name":"Natalie Van der Wal","is_ca":false},{"name":"Frank van Schadewijk","is_ca":true},{"name":"Cornelia von Krüchten","is_ca":false},{"name":"Nanda Wijermans","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01672234481660143,"gpt":0.2835328852963744,"spread":0.266810540479773,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00321226,0.003464841,0.002424357,0.02215943,0.003660667,0.007725037,0.002398768,0.003158447,0.0995603],"category_scores_gemma":[0.01956664,0.001136232,0.00178964,0.02553439,0.002178748,0.01297084,0.005847346,0.004827747,0.06165769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003312958,"about_ca_system_score_gemma":0.003137814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007514897,"about_ca_topic_score_gemma":0.009291406,"domain_scores_codex":[0.9952412,0.001151775,0.001671659,0.0006017629,0.001114665,0.0002190337],"domain_scores_gemma":[0.9868309,0.007177553,0.001494287,0.001320304,0.002726267,0.0004506024],"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":[0.00005255205,0.00002872741,0.0002737196,0.005785207,0.0000265933,0.0002620023,0.001944448,0.0003975976,0.001095246,0.07786206,0.8447098,0.0675621],"study_design_scores_gemma":[0.000002625338,0.000004094642,0.0001591744,0.001392753,0.000004946085,0.0001259604,0.000189964,0.00005326847,0.00004275138,0.005487795,0.99252,0.00001678118],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003501134,0.2621259,0.103022,0.02568766,0.02973144,0.003072193,0.1954716,0.005397314,0.3719907],"genre_scores_gemma":[0.03044042,0.2624462,0.1413539,0.02797845,0.01773061,0.008549817,0.3285283,0.01220974,0.1707626],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0995603,"threshold_uncertainty_score":0.3330624,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3217240983","doi":"10.17815/cd.2021.124","title":"Analysis of Pedestrian Stress Level Using GSR Sensor in Virtual Immersive Reality","year":2022,"lang":"en","type":"article","venue":"Collective Dynamics","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Pedestrian; Stress (linguistics); Virtual reality; Arousal; Population; Computer science; Simulation; Psychology; Human–computer interaction; Engineering; Transport engineering; Social psychology; Medicine; Environmental health","authors":[{"name":"Mahwish Mudassar","is_ca":true},{"name":"Arash Kalatian","is_ca":false},{"name":"Bilal Farooq","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0375491331942549,"gpt":0.274936650773803,"spread":0.2373875175795481,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002386043,0.0005588985,0.0003673193,0.0006015928,0.0001524904,0.0004710168,0.0002799501,0.0004082345,0.001267374],"category_scores_gemma":[0.0005738433,0.0001820853,0.000478492,0.0003841878,0.0001866793,0.0003072672,0.0004410389,0.0002121455,0.0002432227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001197738,"about_ca_system_score_gemma":0.0001069204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001305047,"about_ca_topic_score_gemma":0.001717226,"domain_scores_codex":[0.9996847,0.0000763495,0.0000148464,0.00007097239,0.0001115058,0.0000415452],"domain_scores_gemma":[0.9997992,0.00004722365,0.00004005847,0.00001989016,0.0000654863,0.00002825409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001808198,0.0006871778,0.1422371,0.001556947,0.0003964209,0.001591896,0.006925282,0.0242379,0.650603,0.0009790168,0.002374283,0.1666028],"study_design_scores_gemma":[0.0000785821,0.004094784,0.7913381,0.0001159564,0.0004898746,0.002135774,0.005372578,0.08277731,0.1073769,0.0008403116,0.005146804,0.0002329235],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764598,0.0001625732,0.0209997,0.00003814281,0.00003238135,0.00004604641,0.0004814358,0.000249828,0.001530104],"genre_scores_gemma":[0.9921337,0.0001598314,0.00670636,0.00002411016,0.00001042566,0.00004948069,0.0003136735,0.00001337699,0.0005889576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001305047,"threshold_uncertainty_score":0.004239798,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2924933156","doi":"10.17815/cd.2020.32","title":"Analysis of distracted pedestrians’ waiting time: Head-Mounted Immersive Virtual Reality application","year":2020,"lang":"en","type":"preprint","venue":"Collective Dynamics","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Schema crosswalk; Virtual reality; Simulation; Computer science; Optical head-mounted display; Pedestrian; Human–computer interaction; Engineering; Transport engineering; Computer vision","authors":[{"name":"Arash Kalatian","is_ca":true},{"name":"Anae Sobhani","is_ca":false},{"name":"Bilal Farooq","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01628757831966577,"gpt":0.289050468976627,"spread":0.2727628906569612,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005046516,0.0004914428,0.0004549125,0.001003754,0.0001452685,0.0004186624,0.0003300482,0.000325891,0.001506509],"category_scores_gemma":[0.002645025,0.0001326842,0.0003572415,0.0006055924,0.000088666,0.0002497544,0.0004052571,0.0002403505,0.0003670461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001140167,"about_ca_system_score_gemma":0.0002341716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0016926,"about_ca_topic_score_gemma":0.001965295,"domain_scores_codex":[0.9996119,0.0001026653,0.00003250055,0.00008262861,0.0001186737,0.00005156426],"domain_scores_gemma":[0.998484,0.0007721828,0.000215521,0.00009218459,0.000298477,0.000137571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.007995822,0.002102321,0.3879678,0.002992413,0.0006993644,0.003088838,0.007693375,0.02423411,0.1509831,0.001200888,0.005487828,0.4055542],"study_design_scores_gemma":[0.0001362035,0.004748041,0.817291,0.0001738392,0.0007194467,0.004198131,0.003659776,0.1211633,0.04112361,0.000719735,0.00578098,0.000285866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769049,0.0002895812,0.02005845,0.0000261371,0.00002267141,0.00008230561,0.001186424,0.0005457625,0.0008837975],"genre_scores_gemma":[0.9831654,0.0001825771,0.01494335,0.00001972833,0.0000160779,0.0001044105,0.000953339,0.00003471668,0.0005804457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0016926,"threshold_uncertainty_score":0.005039752,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399320458","doi":"10.17815/cd.2024.156","title":"Together Apart: the Influence of Increased Crowd Heterogeneity on Crowd Dynamics at Bottlenecks","year":2024,"lang":"en","type":"article","venue":"Collective Dynamics","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada; University of Ottawa","funders":"National Research Council Canada; Forschungszentrum Jülich","keywords":"Dynamics (music); Computer science; Psychology","authors":[{"name":"Paul Geoerg","is_ca":false},{"name":"Ann Katrin Boomers","is_ca":false},{"name":"Maxine Berthiaume","is_ca":true},{"name":"Maik Boltes","is_ca":false},{"name":"Max Kinateder","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007430837329248769,"gpt":0.2338372040886386,"spread":0.2264063667593898,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000956032,0.0005022762,0.0006152792,0.000695414,0.0007577805,0.001200909,0.0004725888,0.0005051907,0.001783108],"category_scores_gemma":[0.006020424,0.000219331,0.0003081717,0.0002765341,0.0006521928,0.001645729,0.001371073,0.0004023383,0.0003497299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003688292,"about_ca_system_score_gemma":0.0004195929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004026695,"about_ca_topic_score_gemma":0.003002621,"domain_scores_codex":[0.9993415,0.000206413,0.00003169248,0.0001774639,0.00009483254,0.0001480444],"domain_scores_gemma":[0.9971142,0.001375907,0.0003764117,0.000387063,0.0003546508,0.0003916822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005205715,0.001262312,0.3900208,0.000917587,0.000826992,0.002110119,0.006608838,0.2094334,0.2452711,0.004743274,0.00461616,0.1289837],"study_design_scores_gemma":[0.00009889212,0.00265256,0.6802678,0.0002149621,0.0004256519,0.0009233478,0.009065829,0.2417725,0.05274196,0.007861663,0.003803596,0.0001713298],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994653,0.0001109506,0.003900951,0.0000788493,0.00001487787,0.00001469328,0.00008854052,0.00006092031,0.001077389],"genre_scores_gemma":[0.9993837,0.0000203652,0.0004125535,0.0000109286,0.000003942289,0.000006619796,0.00003818843,0.00000676295,0.000116998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004026695,"threshold_uncertainty_score":0.008006513,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4397004813","doi":"10.17815/cd.2024.165","title":"Older Adult Stair and Walking Speeds from Controlled Trials as Inputs into Simulations of Retirement Home Evacuation","year":2024,"lang":"en","type":"article","venue":"Collective Dynamics","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Conestoga College; York University; University of Waterloo","funders":"Research Institute for Aging, University of Waterloo","keywords":"Physical medicine and rehabilitation; Psychology; Gerontology; Physical therapy; Medicine","authors":[{"name":"Bronwyn Forrest","is_ca":true},{"name":"Karen Van Ooteghem","is_ca":true},{"name":"Bryn Jones","is_ca":true},{"name":"John Gales","is_ca":true},{"name":"Elizabeth J. Weckman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01262412855146666,"gpt":0.2867643970379535,"spread":0.2741402684864869,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001049286,0.0004887207,0.0004609261,0.0004013272,0.0003716702,0.0004774161,0.0008642531,0.0007693369,0.001545556],"category_scores_gemma":[0.004318102,0.0002261142,0.0004072065,0.0004082384,0.0005043722,0.000436424,0.0005377495,0.0006964334,0.0001490296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001259213,"about_ca_system_score_gemma":0.001012261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09440189,"about_ca_topic_score_gemma":0.1209387,"domain_scores_codex":[0.9997318,0.0001406489,0.00001306671,0.00003421029,0.00003372082,0.00004647189],"domain_scores_gemma":[0.9981717,0.00129609,0.0001342946,0.00008976243,0.000219294,0.00008883595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004090645,0.0002357023,0.0114634,0.00007776989,0.00003920841,0.00009125422,0.0001589466,0.9831459,0.0004458665,0.001009813,0.0008185551,0.002104467],"study_design_scores_gemma":[0.0001976518,0.0006031447,0.01191384,0.00003782655,0.00004371674,0.00001991968,0.0004751381,0.9833784,0.001047701,0.0009525218,0.001292449,0.00003775803],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940581,0.00005154852,0.002279831,0.00006779177,0.00001599802,0.00007365496,0.001060173,0.00003525147,0.002357712],"genre_scores_gemma":[0.9966308,0.0000491095,0.001805624,0.00001582512,0.00000342203,0.0001073581,0.0007830765,0.000007674022,0.0005970498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09440189,"threshold_uncertainty_score":0.1877049,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}