{"meta":{"query_hash":"7e5b9fa88b76","filters":{"venue":"Actes des Journées de linguistique"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/7e5b9fa88b76","api":"https://metacan.xera.ac/api/v1/cohort?venue=Actes+des+Journ%C3%A9es+de+linguistique"},"results":[{"id":"W4405629337","doi":"10.70637/xvc8m613","title":"L’utilisation de ChatGPT 3.5 pour la rétroaction corrective écrite interactive en enseignement-apprentissage du français langue seconde : une étude exploratoire","year":2024,"lang":"en","type":"article","venue":"Actes des Journées de linguistique","topic":"Text Readability and Simplification","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Corrective feedback; Affordance; Psychology; Quality (philosophy); Perception; Computer science; Affect (linguistics); Language acquisition; Mathematics education; Pedagogy; Communication; Cognitive psychology","score_opus":0.011614954208429179,"score_gpt":0.2669293219336712,"score_spread":0.255314367725242,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405629337","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.636875,0.009451277,0.3132047,0.0020160943,0.0004492679,0.0025770923,0.0029241187,0.008805106,0.023697369],"genre_scores_gemma":[0.7052737,0.0032360342,0.2695684,0.00053143885,0.0002091385,0.0033054121,0.0032383883,0.0014285959,0.013208765],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99201465,0.005216759,0.00038069274,0.00081999006,0.0012922456,0.00027576965],"domain_scores_gemma":[0.97435683,0.020050336,0.0008215927,0.0013625934,0.0026356676,0.00077308266],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.010535998,0.0013428797,0.000703199,0.002941042,0.0012055982,0.004384089,0.0013967968,0.0018264514,0.004274284],"category_scores_gemma":[0.02106375,0.00053543417,0.0009220286,0.0016071117,0.0015540288,0.004657669,0.002872935,0.0019234538,0.001073565],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015425351,0.00078525365,0.018166127,0.0044159065,0.00026542667,0.002832166,0.09436998,0.004062134,0.049961448,0.01388908,0.0052850246,0.80442506],"study_design_scores_gemma":[0.0011655479,0.007110061,0.16118851,0.0066974666,0.0011865033,0.011264394,0.06640677,0.08843403,0.107718565,0.011704264,0.53554654,0.0015773276],"about_ca_topic_score_codex":0.009973546,"about_ca_topic_score_gemma":0.007918151,"teacher_disagreement_score":0.010535998,"about_ca_system_score_codex":0.0015347572,"about_ca_system_score_gemma":0.0029239098,"threshold_uncertainty_score":0.05572039},"labels":[],"label_agreement":null},{"id":"W4405629346","doi":"10.70637/5egyvv94","title":"Étude exploratoire des réflexions métasociolinguistiques des étudiants internationaux universitaires au Saguenay–Lac-Saint-Jean sur leur intégration linguistique","year":2024,"lang":"en","type":"article","venue":"Actes des Journées de linguistique","topic":"Linguistic and Sociocultural Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Affect (linguistics); Context (archaeology); Stress (linguistics); Exploratory research; Psychology; Sociology; Humanities; Social science; Geography; Art; Linguistics","score_opus":0.04039435161191066,"score_gpt":0.3377857750375695,"score_spread":0.29739142342565883,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405629346","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9854173,0.0025813943,0.002113828,0.0017720102,0.00010832292,0.00007420357,0.00023106576,0.00002375059,0.0076782946],"genre_scores_gemma":[0.9918075,0.0011035125,0.00059454323,0.00031320966,0.000040237726,0.000073717936,0.0000992197,0.000017953067,0.00595005],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9961308,0.0020448496,0.0001317262,0.00041067787,0.0006317632,0.00065023743],"domain_scores_gemma":[0.99263215,0.0038685102,0.0007120706,0.00024295805,0.0017924866,0.000751873],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00884945,0.00095232285,0.00067983,0.0027904199,0.0071859593,0.0070534954,0.0012678335,0.0013606022,0.003509555],"category_scores_gemma":[0.00840439,0.00047801493,0.00053623243,0.0030278305,0.005189568,0.0032463244,0.0028783865,0.0027749198,0.0003550444],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006672905,0.000047034762,0.024569524,0.00012558894,0.00002032555,0.0010787094,0.9591214,0.000062532396,0.0014145966,0.0018556444,0.00066791405,0.010969995],"study_design_scores_gemma":[0.000007213329,0.000088121385,0.054853685,0.00024599858,0.000022232161,0.00040822217,0.91317886,0.00015156585,0.00061714766,0.00021085262,0.030178068,0.00003800532],"about_ca_topic_score_codex":0.5212083,"about_ca_topic_score_gemma":0.668359,"teacher_disagreement_score":0.4787917,"about_ca_system_score_codex":0.02091196,"about_ca_system_score_gemma":0.013840493,"threshold_uncertainty_score":0.96322286},"labels":[],"label_agreement":null},{"id":"W4405629592","doi":"10.70637/jc710h58","title":"Langues et musique populaire : étude des choix et représentations linguistiques des acteurs du Konpa dans la diaspora haïtienne à partir d'entrevues semi-dirigées","year":2024,"lang":"en","type":"article","venue":"Actes des Journées de linguistique","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université Sainte-Anne","funders":"","keywords":"Diaspora; Creole language; Sociology; Linguistics; Anthropology; French; Elite; Identity (music); Humanities; Ethnology; Gender studies; Art; Political science; Aesthetics","score_opus":0.028292337379364662,"score_gpt":0.3685855461046183,"score_spread":0.34029320872525365,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405629592","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99517304,0.00013416275,0.000085627085,0.00007568002,0.0000045866964,0.000006485586,0.000011382384,0.000001138455,0.0045078266],"genre_scores_gemma":[0.9986808,0.00012653807,0.00007262736,0.000016528822,0.0000017729852,0.0000063261255,0.000011481732,0.0000018132935,0.0010821631],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9994331,0.00026908828,0.000023206274,0.000065567656,0.00008229425,0.0001266386],"domain_scores_gemma":[0.99954045,0.00018034206,0.000087197084,0.000027744636,0.000097595395,0.00006670742],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012673163,0.00029233226,0.00022294525,0.0012027095,0.004325832,0.0027683896,0.0003910323,0.00036948218,0.0013955216],"category_scores_gemma":[0.0014276651,0.00024133563,0.0001314855,0.0012806553,0.0038035852,0.0008223625,0.0016727105,0.00072515744,0.00017673183],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004493204,0.00002034734,0.052713394,0.00003671053,0.000009420892,0.0004775277,0.9311878,0.00002300819,0.002335639,0.0026137019,0.00012427817,0.010413328],"study_design_scores_gemma":[0.0000023275747,0.00004035529,0.13633089,0.00004128504,0.000009826352,0.00042938677,0.8524304,0.00012003918,0.0004361332,0.00013665202,0.010009707,0.000013010899],"about_ca_topic_score_codex":0.11036794,"about_ca_topic_score_gemma":0.2238588,"teacher_disagreement_score":0.11036794,"about_ca_system_score_codex":0.0019902617,"about_ca_system_score_gemma":0.0019374635,"threshold_uncertainty_score":0.21945107},"labels":[],"label_agreement":null},{"id":"W4408150532","doi":"10.70637/27q98v83","title":"Influence des langues premières sur l’acquisition du français L3 : une étude exploratoire de l’association entre la dominance langagière et le positionnement adjectival chez les enfants","year":2024,"lang":"en","type":"article","venue":"Actes des Journées de linguistique","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Council of Ontario Universities; Natural Sciences and Engineering Research Council of Canada","funders":"","keywords":"Humanities; Biology; Philosophy","score_opus":0.011890921385031958,"score_gpt":0.30372461592433636,"score_spread":0.2918336945393044,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408150532","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99929893,0.00016987787,0.000054359796,0.000026621432,0.0000018762726,0.0000020437294,0.00007773022,0.0000023739328,0.00036604787],"genre_scores_gemma":[0.9992824,0.00013408932,0.000069264606,0.000011039846,0.0000028627935,0.0000046851655,0.000059859038,0.0000029763687,0.0004327187],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99878854,0.00037096255,0.00007695269,0.00023841685,0.0002633282,0.0002617995],"domain_scores_gemma":[0.99665123,0.001571599,0.00087341166,0.000108382264,0.00047962545,0.0003157344],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00123276,0.000541694,0.00028987383,0.0008813799,0.0005368899,0.001044486,0.00032002418,0.0005707717,0.002458206],"category_scores_gemma":[0.003933514,0.00020514964,0.00054798805,0.00072388106,0.0008774666,0.0006243045,0.00042612886,0.0005222151,0.00033413552],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005922275,0.000090249196,0.9728421,0.00003212752,0.00011245091,0.0012043025,0.0048100553,0.000101673024,0.0068751243,0.00009095564,0.000098843055,0.013149916],"study_design_scores_gemma":[0.0000027115811,0.00016635281,0.9976712,0.000007253128,0.000019020248,0.0003715061,0.0008765659,0.00006723268,0.0004276003,0.000013044193,0.00037005934,0.000007449722],"about_ca_topic_score_codex":0.13118145,"about_ca_topic_score_gemma":0.10710432,"teacher_disagreement_score":0.13118145,"about_ca_system_score_codex":0.0011486204,"about_ca_system_score_gemma":0.0009744583,"threshold_uncertainty_score":0.26083577},"labels":[],"label_agreement":null},{"id":"W4409046065","doi":"10.70637/gykt3b27","title":"Attitudes envers le langage inclusif au Québec en 2022 : associations avec le genre, l’âge et le contact universitaire selon une analyse multivariée des données d’un sondage en ligne","year":2025,"lang":"en","type":"article","venue":"Actes des Journées de linguistique","topic":"Gender Studies in Language","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Art","score_opus":0.015929541539297196,"score_gpt":0.3162402123818364,"score_spread":0.3003106708425392,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409046065","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9927389,0.00086199277,0.00018336704,0.00048821926,0.000018698245,0.000038364444,0.0019229781,0.000013068825,0.0037343341],"genre_scores_gemma":[0.9921721,0.00066742615,0.00026414325,0.00014561955,0.0000097313605,0.00004583722,0.0012411993,0.000007460161,0.005446509],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9991466,0.0001284298,0.00005425948,0.00014458655,0.00032362313,0.0002025112],"domain_scores_gemma":[0.9951385,0.0008799524,0.0009600231,0.00009301806,0.0022878142,0.00064066576],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015047379,0.00038255402,0.00031868485,0.0017499095,0.002166271,0.002106988,0.0008160096,0.00040042706,0.0061305044],"category_scores_gemma":[0.0036935266,0.00023145878,0.0005979443,0.00269018,0.0007752694,0.0008782315,0.00078633474,0.0006161856,0.00047261853],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006869815,0.000032363707,0.9694621,0.0000902816,0.000060157494,0.00016385582,0.015180571,0.00007073497,0.00028686234,0.000099582154,0.0016700602,0.012814741],"study_design_scores_gemma":[0.0000015533882,0.000023641534,0.97998,0.00008862546,0.000018273224,0.000042238982,0.016874667,0.0001135127,0.0000649059,0.000009876973,0.002770211,0.000012581935],"about_ca_topic_score_codex":0.9787228,"about_ca_topic_score_gemma":0.98741245,"teacher_disagreement_score":0.02127719,"about_ca_system_score_codex":0.013645753,"about_ca_system_score_gemma":0.011190418,"threshold_uncertainty_score":0.09900731},"labels":[],"label_agreement":null},{"id":"W4409046160","doi":"10.70637/5jg47318","title":"L’écriture abrégée dans la prise de notes d’étudiant·e·s postsecondaires au début du 21&lt;sup&gt;e&lt;/sup&gt; siècle : comparaison d’échantillons de notes manuscrites et dactylographiées","year":2025,"lang":"en","type":"article","venue":"Actes des Journées de linguistique","topic":"Linguistics and Discourse Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Philosophy; Humanities; Art","score_opus":0.019884763785337323,"score_gpt":0.2859296912766794,"score_spread":0.26604492749134206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409046160","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9903504,0.0033403784,0.0011855375,0.0005594806,0.00007235786,0.000021921509,0.0004185103,0.000048880698,0.00400248],"genre_scores_gemma":[0.9942569,0.0014276685,0.00090777565,0.000093983996,0.0000679399,0.000027101922,0.000272461,0.00002066686,0.0029255734],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99800104,0.0006091184,0.00016443804,0.00036327363,0.00059505267,0.00026708728],"domain_scores_gemma":[0.9761889,0.013370611,0.004382813,0.0005698176,0.0037033786,0.0017844881],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029717488,0.00029187134,0.0002503767,0.0017750451,0.0008879157,0.001773368,0.00060428504,0.0006209817,0.004701243],"category_scores_gemma":[0.021844994,0.00016314052,0.00028146888,0.0016229926,0.00066729664,0.0011462048,0.00074615877,0.0006601007,0.00093311816],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011058155,0.00019471635,0.5191652,0.0006449304,0.00008916618,0.0014281411,0.032842357,0.0003961904,0.008975824,0.0011665124,0.0035596355,0.43043151],"study_design_scores_gemma":[0.000012918653,0.00020780429,0.96980053,0.0001690928,0.00002564185,0.0007013783,0.011624022,0.00022723195,0.0019257091,0.00011806448,0.015159405,0.000028190789],"about_ca_topic_score_codex":0.043491,"about_ca_topic_score_gemma":0.042579688,"teacher_disagreement_score":0.043491,"about_ca_system_score_codex":0.0017734026,"about_ca_system_score_gemma":0.002006859,"threshold_uncertainty_score":0.08647573},"labels":[],"label_agreement":null}]}