{"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":"e9d808739b23","filters":{"venue":"IVITRA research in linguistics and literature"}},"results":[{"id":"W3017045910","doi":"10.1075/ivitra.24.08lho","title":"Collecting collocations from general and specialised corpora","year":2020,"lang":"en","type":"book-chapter","venue":"IVITRA research in linguistics and literature","topic":"Natural Language Processing Techniques","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":"Université de Montréal","funders":"","keywords":"Natural language processing; Linguistics; Computer science; Artificial intelligence; History; Philosophy","authors":[{"name":"Marie-Claude L’Homme","is_ca":true},{"name":"Daphnée Azoulay","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06525551906718656,"gpt":0.3495310843412894,"spread":0.2842755652741029,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0005360666,0.0002730289,0.0003610862,0.0004370797,0.000264789,0.001489591,0.0005910651,0.0004506623,0.00000740534],"category_scores_gemma":[0.001567887,0.0002600184,0.00003939899,0.0003861439,0.0001905853,0.00006573396,0.0005805854,0.002062069,0.000002301306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009385899,"about_ca_system_score_gemma":0.0003292592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007313858,"about_ca_topic_score_gemma":0.00006237938,"domain_scores_codex":[0.9979844,0.00008224146,0.0003136524,0.0007657133,0.0005376025,0.0003163751],"domain_scores_gemma":[0.997991,0.0005352367,0.0001182229,0.0003953051,0.0007479625,0.0002122723],"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":[0.00001667344,0.00001103774,0.00002432918,0.0001209824,0.0000173291,0.0007923127,0.001168179,3.061983e-7,0.0001279843,0.9891387,0.004421671,0.004160468],"study_design_scores_gemma":[0.0002523321,0.00009354832,0.00002220616,0.001265245,0.000008644923,0.00001617759,0.000008745449,0.004120684,0.0001018678,0.8069892,0.1867522,0.0003691891],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.0003492924,0.2554888,0.01307729,0.008433355,0.003160943,0.003363368,0.001898588,0.001135902,0.7130925],"genre_scores_gemma":[0.1101609,0.00277765,0.8074149,0.0008778719,0.008870712,0.00005693127,0.0004344469,0.0001473528,0.06925923],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7943376,"threshold_uncertainty_score":0.9999852,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313442192","doi":"10.1075/ivitra.34.10riv","title":"Epistemic futures and aspect","year":2023,"lang":"en","type":"book-chapter","venue":"IVITRA research in linguistics and literature","topic":"Syntax, Semantics, Linguistic Variation","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Linguistics; Bulgarian; Futures contract; Syntax; Temporality; Semantics (computer science); Lexical semantics; Modal; Computer science; Natural language processing; Lexical item; Philosophy; Epistemology; Programming language","authors":[{"name":"Marı́a Luisa Rivero","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08059689776859534,"gpt":0.3188616128422725,"spread":0.2382647150736771,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001305041,0.0003935752,0.0004956474,0.0008436995,0.0004434811,0.001297473,0.0002200382,0.0004733275,0.0001596062],"category_scores_gemma":[0.003068526,0.0003616162,0.00007522319,0.00005414684,0.0005505613,0.00003040211,0.0002134699,0.002015201,0.00005866764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008814516,"about_ca_system_score_gemma":0.0001245064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002893258,"about_ca_topic_score_gemma":0.003474671,"domain_scores_codex":[0.9975638,0.00008263757,0.0004930208,0.0006712353,0.0006695748,0.0005196838],"domain_scores_gemma":[0.9972393,0.001011429,0.0001338294,0.0003815004,0.001063074,0.0001708557],"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":[0.00002900038,0.00001538335,0.00001545693,0.0005365189,0.0000522962,0.0004180968,0.01917407,5.774853e-7,0.000002199653,0.9765187,0.001537606,0.001700131],"study_design_scores_gemma":[0.0002072327,0.00007581589,0.00005162977,0.00160216,0.00002562087,0.000009727229,0.0004981647,0.0001365962,9.323182e-7,0.6400301,0.3570698,0.0002922376],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003734243,0.008314405,0.000001891144,0.007529379,0.00454771,0.000669224,0.0009727268,0.0001431279,0.9774481],"genre_scores_gemma":[0.4328798,0.004395843,0.0003141661,0.0001305918,0.03789327,0.0000289235,0.0004276375,0.0002252261,0.5237045],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4537436,"threshold_uncertainty_score":0.9998836,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2510801847","doi":"10.1075/ivitra.13.04mil","title":"The Spanish Quarter of Naples","year":2016,"lang":"en","type":"book-chapter","venue":"IVITRA research in linguistics and literature","topic":"Linguistic Studies and Language Acquisition","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Geography; Persistence (discontinuity); History; Space (punctuation); Center (category theory); Ethnology; Linguistics; Archaeology; Engineering","authors":[{"name":"Emma Milano","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02898359497376439,"gpt":0.3143431254005104,"spread":0.285359530426746,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001301904,0.0002242798,0.0003048179,0.000219897,0.0002665061,0.0004239119,0.0007268946,0.0002716047,0.00001703688],"category_scores_gemma":[0.001683283,0.000131564,0.00008160168,0.0001200584,0.0003544958,0.00002336687,0.0004536453,0.0008001616,0.000007047512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004601903,"about_ca_system_score_gemma":0.0001150059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001347932,"about_ca_topic_score_gemma":0.00003434001,"domain_scores_codex":[0.9979994,0.00007730211,0.000383874,0.0004548564,0.0006480856,0.0004364431],"domain_scores_gemma":[0.9962642,0.001609024,0.000127944,0.0006999713,0.001204044,0.00009483862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001461434,0.000009729703,0.000007511047,0.0001024416,0.00002836612,0.0002411369,0.001052656,8.317243e-8,0.000006216634,0.9874813,0.00412355,0.006932417],"study_design_scores_gemma":[0.0001887691,0.0001290776,0.00003746062,0.001365838,0.000005263174,0.000009646486,0.00003553081,0.0001016455,0.00001111841,0.3890908,0.6088561,0.0001686875],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00001755762,0.04108725,0.0004448244,0.001239567,0.001665151,0.0003767269,0.0001616392,0.00003133007,0.954976],"genre_scores_gemma":[0.6322992,0.02697246,0.008165868,0.0005314869,0.0181464,0.00007935488,0.0000661103,0.0001668925,0.3135723],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6414037,"threshold_uncertainty_score":0.5365022,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4307824511","doi":"10.1075/ivitra.32.02val","title":"History of the group GCS/ASOLC/SOCS","year":2022,"lang":"en","type":"book-chapter","venue":"IVITRA research in linguistics and literature","topic":"History of Computing Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Group (periodic table); Computer science; Embedded system; Chemistry","authors":[{"name":"Francesc Vallverdú","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05984993063340412,"gpt":0.2924728758994768,"spread":0.2326229452660727,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001625418,0.0002710945,0.0003838535,0.0006936304,0.0001982994,0.0001100647,0.002603396,0.0004323118,0.00002756638],"category_scores_gemma":[0.001462889,0.0002257664,0.0001310384,0.0002676701,0.0007682047,0.00003786523,0.002259933,0.00367753,0.000002668233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008464551,"about_ca_system_score_gemma":0.0005936464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000201434,"about_ca_topic_score_gemma":0.00001865047,"domain_scores_codex":[0.9972745,0.0001689121,0.000392456,0.0006454407,0.001094873,0.0004237958],"domain_scores_gemma":[0.9972091,0.000612811,0.0002004807,0.00143586,0.000465762,0.00007593152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006718156,0.00002646256,0.00001336874,0.0001798457,0.00001320111,0.0001946822,0.001278416,0.00000407727,0.00001466639,0.966795,0.02785001,0.003623542],"study_design_scores_gemma":[0.0001023383,0.0001058817,0.00003144515,0.0005069954,0.000003555534,0.00001354755,0.00000517303,0.0006883673,0.000002773229,0.1391686,0.8591866,0.0001846827],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006251252,0.0587861,0.0002701082,0.001144177,0.006480407,0.0006180488,0.000073232,0.0002270075,0.9323384],"genre_scores_gemma":[0.1884905,0.004345021,0.04486394,0.000576112,0.002645197,0.00009005429,0.00006031772,0.0002503291,0.7586785],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8313367,"threshold_uncertainty_score":0.998621,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2889262269","doi":"10.1075/ivitra.16","title":"Del manuscrit a la paraula digital / From Manuscript to Digital Word","year":2018,"lang":"en","type":"book","venue":"IVITRA research in linguistics and literature","topic":"Libraries, Manuscripts, and Books","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Novelis (Canada)","funders":"","keywords":"Art; Word (group theory); Computer science; Linguistics; Philosophy","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1943029425657064,"gpt":0.286583579150736,"spread":0.09228063658502955,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0005616008,0.0007164614,0.0007761043,0.000894688,0.0004805457,0.01588812,0.0008102222,0.0006882334,0.0003223678],"category_scores_gemma":[0.001430901,0.0006296969,0.0001946497,0.0001280367,0.00141725,0.0004387262,0.0006993632,0.002561117,0.0002729136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001508445,"about_ca_system_score_gemma":0.0005051501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001424363,"about_ca_topic_score_gemma":0.0004519319,"domain_scores_codex":[0.9958683,0.000120148,0.0006894199,0.001148804,0.001085433,0.001087888],"domain_scores_gemma":[0.9966012,0.0009210166,0.0001169866,0.0007781902,0.001051032,0.000531546],"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":[0.0002024042,0.0001221919,0.00003913023,0.0003078927,0.00009433945,0.001392433,0.01757687,1.323894e-7,7.391882e-7,0.4396669,0.5362523,0.004344662],"study_design_scores_gemma":[0.0003313443,0.0001943218,0.00002071913,0.001678178,0.00001822511,0.000008001376,0.0004178599,0.00001678906,0.00000162371,0.2457378,0.7510195,0.0005556773],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008192306,0.004573628,0.000005333098,0.0004033692,0.00230306,0.0006740307,0.008343766,0.0001136629,0.9827639],"genre_scores_gemma":[0.05869685,0.000149991,0.0001626167,0.0005324987,0.02161666,0.00006106179,0.002423726,0.0001759169,0.9161807],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2147672,"threshold_uncertainty_score":0.99974,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}