{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"fd5a45638781","filters":{"venue":"Cognitextes"}},"results":[{"id":"W2950041219","doi":"10.4000/cognitextes.1584","title":"Conversational corpora : when “big is beautiful”","year":2019,"lang":"fr","type":"article","venue":"Cognitextes","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Introspection; Relevance (law); Linguistics; Relevance theory; Corpus linguistics; Computer science; Orientation (vector space); Natural language processing; Artificial intelligence; Psychology; Cognitive psychology; Philosophy; Mathematics","authors":[{"name":"Frederick J. Newmeyer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04400968261029808,"gpt":0.2639706144185442,"spread":0.2199609318082462,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002686371,0.0003238409,0.0003310994,0.0001379272,0.0004300253,0.0007150513,0.0005237621,0.0001560871,0.1022518],"category_scores_gemma":[0.0000525581,0.0003242366,0.0001819396,0.00007163666,0.001029737,0.0005905124,0.0001953485,0.0003508644,0.0183876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006345806,"about_ca_system_score_gemma":0.0002790102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008845034,"about_ca_topic_score_gemma":0.0003021202,"domain_scores_codex":[0.9982099,0.0001608194,0.0004286813,0.0003887074,0.0003959873,0.0004159249],"domain_scores_gemma":[0.9978341,0.0005094195,0.0002906374,0.0007408545,0.0005008307,0.0001241258],"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":[0.00003455006,0.000246456,0.003310557,0.0002165608,0.0002595269,0.000008868881,0.05458989,0.000004659651,0.00007907247,0.8263595,0.08911498,0.02577541],"study_design_scores_gemma":[0.0008354886,0.0001052553,0.001698259,0.0002705023,0.0001493883,0.00001031,0.03146611,0.0002533448,0.0002308415,0.06216586,0.902325,0.0004896139],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1447753,0.04929864,0.00006878923,0.0224617,0.004596379,0.0007225657,0.001523888,0.0001644531,0.7763882],"genre_scores_gemma":[0.662079,0.000421762,0.0001927484,0.002488676,0.0008953259,0.00002284877,0.0003491019,0.000042996,0.3335075],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8132101,"threshold_uncertainty_score":0.999921,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2950523371","doi":"10.4000/cognitextes.1657","title":"A rejoinder to Maarten Lemmens’s paper ‘In defence of frequency generalisations and usage-based linguistics. An answer to Frederick Newmeyer’s “Conversational corpora : when big is beautiful”’","year":2019,"lang":"en","type":"article","venue":"Cognitextes","topic":"Syntax, Semantics, Linguistic Variation","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":"Simon Fraser University","funders":"","keywords":"Gratitude; Position (finance); Linguistics; Epistemology; Computer science; Psychology; Sociology; Philosophy; Social psychology; Economics","authors":[{"name":"Frederick J. Newmeyer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04669149919459908,"gpt":0.2503860944940033,"spread":0.2036945952994043,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002979123,0.0002174637,0.0002874207,0.000333832,0.0001924534,0.000141354,0.000169315,0.00007562707,0.002767426],"category_scores_gemma":[0.001141908,0.0002248844,0.00005097204,0.0001080621,0.0001125159,0.0001119057,0.00006319852,0.0001037926,0.0001618421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005649771,"about_ca_system_score_gemma":0.0001554179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004461312,"about_ca_topic_score_gemma":0.00539653,"domain_scores_codex":[0.9983829,0.0000747032,0.0004859394,0.0004626148,0.0003183375,0.0002755048],"domain_scores_gemma":[0.998238,0.0002768605,0.0001756843,0.000337149,0.0008156297,0.0001566826],"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":[0.0001496191,0.0006007782,0.2221434,0.00026569,0.000160163,0.00001761602,0.3119704,0.0006620788,0.008938947,0.4468576,0.003810557,0.004423093],"study_design_scores_gemma":[0.005574781,0.001746534,0.2669427,0.001019642,0.0005031233,0.000006355455,0.02118177,0.01546944,0.004110857,0.6001221,0.0804009,0.002921746],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978514,0.00007582631,0.001838644,0.009611387,0.001793588,0.000925321,0.0004317041,0.00006249709,0.006747096],"genre_scores_gemma":[0.9834689,0.000002178877,0.009901043,0.004740576,0.0007770002,0.00003527003,0.0001469609,0.00003420479,0.0008938657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2907887,"threshold_uncertainty_score":0.9981441,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}