{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"1db3f6171fff","filters":{"venue":"Research in Corpus Linguistics"}},"results":[{"id":"W3177588564","doi":"10.32714/ricl.09.01.08","title":"How to prepare the video component of the Diachronic Corpus of Political Speeches for multimodal analysis","year":2021,"lang":"en","type":"article","venue":"Research in Corpus Linguistics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Gesture; Corpus linguistics; Linguistics; Computer science; Politics; Annotation; Multimodality; Component (thermodynamics); Metadata; Representativeness heuristic; Natural language processing; Meaning (existential); Artificial intelligence; Variation (astronomy); World Wide Web; Political science; Psychology","authors":[{"name":"Camille Debras","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1005764603258395,"gpt":0.4164433439586375,"spread":0.315866883632798,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004551486,0.0009563536,0.001004664,0.004667415,0.002138371,0.003700128,0.001146743,0.001569281,0.05993127],"category_scores_gemma":[0.02354493,0.001002899,0.000754019,0.00271833,0.001428691,0.005053264,0.002694658,0.002626841,0.04957677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001342835,"about_ca_system_score_gemma":0.003030492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008757359,"about_ca_topic_score_gemma":0.01508813,"domain_scores_codex":[0.9979755,0.000583859,0.0002561216,0.0005007242,0.0005096369,0.0001740694],"domain_scores_gemma":[0.9905165,0.003159878,0.0003596,0.001791595,0.003613744,0.0005586147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008120293,0.0002733326,0.004302203,0.00230268,0.0000521359,0.001099573,0.01060166,0.001519975,0.09342032,0.02394053,0.2941804,0.5674951],"study_design_scores_gemma":[0.0001879192,0.0002245303,0.02474553,0.0006641578,0.00006370536,0.0008422924,0.009858776,0.006607668,0.04096173,0.01558887,0.8999332,0.0003216588],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06190283,0.002176673,0.5987856,0.01388692,0.004703471,0.01595765,0.1616373,0.03044696,0.1105026],"genre_scores_gemma":[0.06095545,0.0009152857,0.8226535,0.001336893,0.0007588947,0.01403422,0.07284447,0.006994911,0.01950637],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05993127,"threshold_uncertainty_score":0.2004901,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4380484631","doi":"10.32714/ricl.11.01.10","title":"Review of Bouzada-Jabois, Carla. 2021. Nonfinite Supplements in the Recent History of English. Bern: Peter Lang. ISBN: 978-3-034-34226-1. DOI: https://doi.org/10.3726/b19142","year":2023,"lang":"en","type":"article","venue":"Research in Corpus Linguistics","topic":"Linguistics, Language Diversity, and Identity","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":"Université Laval","funders":"","keywords":"History; Sociology; Media studies; Humanities; Art","authors":[{"name":"Patrick Duffley","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1608379958589974,"gpt":0.3543845738040328,"spread":0.1935465779450354,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001212833,0.0009595577,0.001447409,0.005654769,0.0006841284,0.002345101,0.00118119,0.001785438,0.01602497],"category_scores_gemma":[0.003007207,0.0005505877,0.0004908499,0.008736006,0.001247802,0.003823975,0.00129925,0.001943537,0.009503826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001457972,"about_ca_system_score_gemma":0.00296825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006143924,"about_ca_topic_score_gemma":0.01056527,"domain_scores_codex":[0.9994797,0.0000953099,0.00008546009,0.0001147289,0.0001859221,0.00003894957],"domain_scores_gemma":[0.9978943,0.001285509,0.000188479,0.00005281753,0.0004462295,0.0001327349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000569126,0.00003221569,0.0003627097,0.02298932,0.00005723095,0.0002043514,0.0009170943,0.0001425701,0.0003413206,0.0107364,0.2865202,0.6776398],"study_design_scores_gemma":[0.000001662824,0.000008959365,0.0006552024,0.004741082,0.00001909034,0.0002542865,0.0001766913,0.000009969209,0.00004021042,0.0005623279,0.9935238,0.000006620153],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.00006479752,0.9955251,0.00008597672,0.001406272,0.0007672829,0.000002376099,0.00005857772,0.000005701766,0.00208388],"genre_scores_gemma":[0.0007066767,0.9958246,0.0001434125,0.0007202273,0.0007252578,0.00000643373,0.0001117225,0.000007489674,0.001754234],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01602497,"threshold_uncertainty_score":0.05360889,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408687949","doi":"10.32714/ricl.13.02.04","title":"Same, same, but erm sort of different? Comparing three kinds of fluencemes across Australian, British, Canadian, and New Zealand English","year":2025,"lang":"en","type":"article","venue":"Research in Corpus Linguistics","topic":"Linguistic Variation and Morphology","field":"Social Sciences","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":"Deutsche Forschungsgemeinschaft","keywords":"sort; Genealogy; History; Computer science; Information retrieval","authors":[{"name":"K.–G. Schmidt","is_ca":false},{"name":"Sandra Götz","is_ca":false},{"name":"Katja Jäschke","is_ca":false},{"name":"Stefan Τh. Gries","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1217247000286646,"gpt":0.4163803788728151,"spread":0.2946556788441504,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00137518,0.000215143,0.0002683667,0.001156476,0.0008690493,0.001716935,0.0002792578,0.0003208356,0.001644165],"category_scores_gemma":[0.007025358,0.0001769983,0.0001770969,0.0008300127,0.001541297,0.001206391,0.0009605455,0.0004574677,0.0002368994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00103571,"about_ca_system_score_gemma":0.0008786446,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1339142,"about_ca_topic_score_gemma":0.2287407,"domain_scores_codex":[0.9992064,0.0002269136,0.00005492006,0.0001766814,0.0001883928,0.0001466726],"domain_scores_gemma":[0.9972603,0.001373394,0.0003127411,0.0001637275,0.0006499574,0.0002398164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00110183,0.0000591267,0.3048791,0.0007809538,0.0001836058,0.001012407,0.5100878,0.000260575,0.06478278,0.002860486,0.001253453,0.1127379],"study_design_scores_gemma":[0.000008268739,0.00007808824,0.9070707,0.00009468722,0.00005510493,0.0004712855,0.08403172,0.0003982161,0.001705574,0.0003678602,0.005667116,0.00005135413],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947837,0.0002221868,0.0005615102,0.0000568627,0.000007311813,0.00001456152,0.0001612458,0.000007876213,0.004184681],"genre_scores_gemma":[0.9983689,0.0001399242,0.0004725232,0.00002306632,0.000003293283,0.0000166227,0.0002003414,0.00001371737,0.0007615668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8660858,"threshold_uncertainty_score":0.2662695,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3095271408","doi":"10.32714/ricl.08.02.04","title":"Grammaticalisation paths in the rise and development of aside","year":2020,"lang":"en","type":"article","venue":"Research in Corpus Linguistics","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"College of Pharmacy, University of Michigan; Department of Environment and Conservation, Government of Newfoundland and Labrador; University of Toronto; University of Oxford; University of Michigan; U.S. Department of Energy","keywords":"Grammaticalization; Aside; Linguistics; Variation (astronomy); Adverbial; Semantic change; History; Coalescence (physics); Philosophy; Physics","authors":[{"name":"Rodrigo Pérez Lorido","is_ca":false},{"name":"Pablo Ordóñez García","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2719444070045588,"gpt":0.4494517675566261,"spread":0.1775073605520673,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001838091,0.0002953387,0.00027598,0.001408797,0.001509444,0.002318342,0.0005331092,0.000568224,0.004695722],"category_scores_gemma":[0.004771064,0.0004539231,0.0003701568,0.0008119139,0.006870236,0.004505039,0.003337533,0.002327728,0.0007527479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00150598,"about_ca_system_score_gemma":0.0007392601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00170825,"about_ca_topic_score_gemma":0.002551804,"domain_scores_codex":[0.9982044,0.0006616867,0.00007570826,0.0003948829,0.0004142301,0.0002492008],"domain_scores_gemma":[0.9971675,0.001625378,0.0002612208,0.0002877252,0.0004966147,0.0001614391],"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":[0.0002798205,0.00007275937,0.03331346,0.0002931107,0.00003314732,0.002937067,0.1647414,0.0007060101,0.04990773,0.6684346,0.000762918,0.07851805],"study_design_scores_gemma":[0.00005083243,0.000430842,0.2015851,0.0002995582,0.00008352964,0.006823767,0.08223963,0.002698084,0.03102437,0.4386069,0.2359213,0.0002360588],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8853383,0.0007937615,0.0218853,0.0009385086,0.00008879043,0.0000593464,0.0001204064,0.00007847865,0.09069715],"genre_scores_gemma":[0.9895071,0.0002058236,0.003480886,0.000059208,0.00002000483,0.000012097,0.00007056616,0.0000958775,0.00654833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004695722,"threshold_uncertainty_score":0.01570874,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}