{"meta":{"query_hash":"b7472af88bb2","filters":{"venue":"Bergen Language and Linguistics Studies"},"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/b7472af88bb2","api":"https://metacan.xera.ac/api/v1/cohort?venue=Bergen+Language+and+Linguistics+Studies"},"results":[{"id":"W2985732522","doi":"10.15845/bells.v10i1.1413","title":"Um turista bem moderno: a expressão amazônica de Mário de Andrade na literatura e na fotografia","year":2019,"lang":"en","type":"article","venue":"Bergen Language and Linguistics Studies","topic":"Cultural, Media, and Literary Studies","field":"Arts and Humanities","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":"Modernism (music); Folklore; Art; Quarter (Canadian coin); Newspaper; Ethnography; Amazon rainforest; Art history; Humanities; History; Literature; Sociology; Media studies; Archaeology","score_opus":0.022061796135108558,"score_gpt":0.2667684281646365,"score_spread":0.24470663202952792,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2985732522","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":[0.33939424,0.20635352,0.003952351,0.11057762,0.0024058206,0.00004466139,0.00017703437,0.00009679917,0.33699787],"genre_scores_gemma":[0.969779,0.018667188,0.00068823027,0.0014502025,0.00024412134,0.000014415191,0.000016514336,0.00004958562,0.009090724],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99893504,0.00053569657,0.000027706976,0.00014108805,0.00021539904,0.00014500579],"domain_scores_gemma":[0.99907744,0.0005125293,0.0001475821,0.0000636998,0.00012380943,0.00007484398],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017863757,0.0003487969,0.00032779205,0.001197684,0.0044005243,0.0041532824,0.0005234161,0.00095001014,0.0019695265],"category_scores_gemma":[0.0034331358,0.00027615737,0.00015992488,0.0019920212,0.009678005,0.0029220714,0.0020667503,0.001937637,0.00020076627],"study_design_candidate":"not_applicable","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":[0.00006018844,0.000014427535,0.003107468,0.00060932525,0.000015968255,0.001352375,0.48257828,0.00009840952,0.002003508,0.4564902,0.013361613,0.04030816],"study_design_scores_gemma":[0.0000054421726,0.000022711232,0.006344679,0.00090695394,0.000019607007,0.0015417871,0.12550184,0.00009107168,0.0003686508,0.011316207,0.85385466,0.000026353231],"about_ca_topic_score_codex":0.041578073,"about_ca_topic_score_gemma":0.097052716,"teacher_disagreement_score":0.041578073,"about_ca_system_score_codex":0.0045643696,"about_ca_system_score_gemma":0.0034411245,"threshold_uncertainty_score":0.08267212},"labels":[],"label_agreement":null},{"id":"W4313408384","doi":"10.15845/bells.v12i2.3832","title":"Communities of practice and lexical variation in the Montréal Turkish community","year":2022,"lang":"en","type":"article","venue":"Bergen Language and Linguistics Studies","topic":"French Language Learning Methods","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":"Turkish; Sociology; Ethnic group; Ethnography; Socialization; Participant observation; Immigration; Ideology; Gender studies; Style (visual arts); Politics; Social science; Geography; Political science; Anthropology; Linguistics; Law","score_opus":0.04938177382076896,"score_gpt":0.3798648800140153,"score_spread":0.33048310619324633,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313408384","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":[0.9926615,0.0001318326,0.00030438098,0.00019748506,0.000007230182,0.000033211007,0.000034152064,0.0000067623123,0.006623383],"genre_scores_gemma":[0.99896,0.000040009545,0.00018197243,0.00001717384,0.0000022324002,0.000016823495,0.000019700648,0.0000032483802,0.0007587302],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9968245,0.0014414705,0.00012671368,0.00041264,0.0006659284,0.0005288278],"domain_scores_gemma":[0.9961635,0.0013112247,0.000899877,0.00022154786,0.00074165734,0.0006621935],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019841648,0.00027797927,0.0003157182,0.0036235494,0.005924983,0.003931652,0.0011184141,0.0006501054,0.0035988449],"category_scores_gemma":[0.006823383,0.00022365978,0.00015872094,0.0029607462,0.006409904,0.0020734437,0.0039508147,0.0004777409,0.00017172146],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012600533,0.00013977493,0.14387871,0.00008698593,0.000020608526,0.0013544827,0.8118745,0.00011263957,0.0023858808,0.008279503,0.00080978655,0.030931046],"study_design_scores_gemma":[0.000015386928,0.00008207351,0.19448726,0.00006445292,0.000013702026,0.00031255998,0.7918266,0.00035031408,0.0002783367,0.0010764167,0.011451717,0.000041200492],"about_ca_topic_score_codex":0.23803191,"about_ca_topic_score_gemma":0.3884607,"teacher_disagreement_score":0.7619681,"about_ca_system_score_codex":0.008507578,"about_ca_system_score_gemma":0.004661754,"threshold_uncertainty_score":0.47329283},"labels":[],"label_agreement":null},{"id":"W4403641486","doi":"10.15845/bells.v14i1.4338","title":"Toronto Heritage Italian (r): Maintaining homeland patterns","year":2024,"lang":"en","type":"article","venue":"Bergen Language and Linguistics Studies","topic":"Italian Fascism and Post-war Society","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":"University of Toronto","funders":"","keywords":"Homeland; Geography; History; Political science; Law","score_opus":0.020627044281923405,"score_gpt":0.33221489040283486,"score_spread":0.31158784612091145,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403641486","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":[0.9890365,0.0001229532,0.00012725276,0.000084565945,0.0000023667374,0.000009155814,0.0003191406,0.000014365732,0.010283664],"genre_scores_gemma":[0.9981822,0.00005668328,0.00018149428,0.000012718762,0.0000029086216,0.000005165771,0.00029781403,0.00000777426,0.0012533028],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99960595,0.00007228677,0.000011664178,0.00013003887,0.00008431778,0.00009564657],"domain_scores_gemma":[0.9991472,0.0001604429,0.00023802098,0.00018951294,0.00013934604,0.00012549081],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005791426,0.00018194663,0.0002266238,0.00096896506,0.0015868178,0.0011693103,0.00034748175,0.00016359943,0.0035345575],"category_scores_gemma":[0.0016003898,0.00013059199,0.00008421748,0.0015612511,0.0021276958,0.0002459365,0.00080555875,0.0002267926,0.0003067518],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005189894,0.00004905389,0.63948643,0.00019943576,0.00006096373,0.0016019163,0.22799209,0.00028158954,0.019287867,0.006780738,0.0050213775,0.098719455],"study_design_scores_gemma":[0.000005695216,0.00002859844,0.97798336,0.000013075675,0.000011196598,0.00022048525,0.013518201,0.00011707794,0.00044590925,0.000102911734,0.007542814,0.000010684113],"about_ca_topic_score_codex":0.41865844,"about_ca_topic_score_gemma":0.7192142,"teacher_disagreement_score":0.58134156,"about_ca_system_score_codex":0.0034411736,"about_ca_system_score_gemma":0.0015315252,"threshold_uncertainty_score":0.8324431},"labels":[],"label_agreement":null},{"id":"W4403642277","doi":"10.15845/bells.v14i1.4342","title":"Individual-level cross-linguistic comparisons in Toronto Cantonese and English high vowels","year":2024,"lang":"en","type":"article","venue":"Bergen Language and Linguistics Studies","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; University of Toronto","keywords":"Linguistics; Psychology; History; Philosophy","score_opus":0.057634321176958665,"score_gpt":0.3966890644452883,"score_spread":0.33905474326832963,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403642277","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":[0.99904996,0.00003629353,0.00003148711,0.0000055245555,0.0000013313531,0.0000025617608,0.000055681165,0.0000012729037,0.00081596966],"genre_scores_gemma":[0.99921656,0.000029340481,0.00006460402,0.0000038972694,0.0000010505115,0.0000045951283,0.00013958341,0.000002459745,0.000537915],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99957806,0.000059625734,0.000029704952,0.0001281739,0.000103873856,0.00010054212],"domain_scores_gemma":[0.9987042,0.0003882937,0.00018808154,0.00010599684,0.0003806511,0.00023282296],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006029294,0.00033765947,0.0002691346,0.0013001715,0.00122608,0.0010924756,0.0002824525,0.00030341567,0.0029615331],"category_scores_gemma":[0.0020808706,0.00017899672,0.00017897249,0.0010717053,0.00085227384,0.00030521853,0.0011406569,0.00028286455,0.00025004416],"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":[0.0010758309,0.00008336905,0.7479472,0.0001592188,0.00024306972,0.0012052848,0.0790016,0.00026333964,0.13864064,0.00057180476,0.00039227164,0.030416349],"study_design_scores_gemma":[0.0000012186165,0.00002090932,0.99580103,0.0000031406587,0.000008957439,0.000044584303,0.0034967351,0.000054709195,0.00041426544,0.000011014666,0.00013779741,0.000005681935],"about_ca_topic_score_codex":0.29655755,"about_ca_topic_score_gemma":0.6183683,"teacher_disagreement_score":0.29655755,"about_ca_system_score_codex":0.0018923464,"about_ca_system_score_gemma":0.0007228343,"threshold_uncertainty_score":0.5896628},"labels":[],"label_agreement":null},{"id":"W4403642302","doi":"10.15845/bells.v14i1.4340","title":"A comparison of Heritage vs Homeland Taiwanese Mandarin speaker attitudes towards sajiao","year":2024,"lang":"en","type":"article","venue":"Bergen Language and Linguistics Studies","topic":"Subtitles and Audiovisual Media","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 Toronto","funders":"","keywords":"Mandarin Chinese; Homeland; Heritage language; Psychology; Linguistics; Speech recognition; Political science; Computer science; Pedagogy; Philosophy","score_opus":0.06903135038633525,"score_gpt":0.3781934780142917,"score_spread":0.3091621276279565,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403642302","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":[0.9994425,0.000011707993,0.000015237923,0.0000069498146,0.0000010103066,0.00000118343,0.0000031806585,3.3833095e-7,0.0005179128],"genre_scores_gemma":[0.99948347,0.000038924023,0.000040175382,0.000016800299,0.0000032984283,0.0000029570417,0.000014826495,0.0000011047487,0.0003983353],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99981326,0.000056743695,0.000014584915,0.00003159407,0.000052421718,0.00003147819],"domain_scores_gemma":[0.9990633,0.00030388928,0.0002650046,0.00004459496,0.00015559605,0.00016771896],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005484879,0.00019966534,0.00015682586,0.0004200105,0.0005496541,0.0008721839,0.00012392804,0.00022505512,0.0020395836],"category_scores_gemma":[0.0016304137,0.000114420734,0.00013899604,0.00024308216,0.00053815433,0.00037724283,0.0004783577,0.00029017855,0.00020357038],"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":[0.00066432793,0.00018351701,0.67677826,0.00012897587,0.00010668091,0.0011987544,0.24801077,0.0000683118,0.053807773,0.00035268028,0.00018360665,0.018516378],"study_design_scores_gemma":[0.000010762436,0.00033097807,0.85108227,0.000020614856,0.00003791475,0.00038075744,0.14496537,0.00019354667,0.001923266,0.000068527974,0.000966256,0.000019753736],"about_ca_topic_score_codex":0.0048182025,"about_ca_topic_score_gemma":0.010983652,"teacher_disagreement_score":0.0048182025,"about_ca_system_score_codex":0.00018190726,"about_ca_system_score_gemma":0.00014262157,"threshold_uncertainty_score":0.009580314},"labels":[],"label_agreement":null},{"id":"W4409244980","doi":"10.15845/bells.v15i1.4554","title":"Grammatical gender marking in New Denmark Danish (Canada)","year":2025,"lang":"en","type":"article","venue":"Bergen Language and Linguistics Studies","topic":"Gender Studies in Language","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":"Possessive; Danish; Linguistics; Adjective; Noun; Attributive; Determiner; Grammatical gender; Suffix; Variation (astronomy); Norwegian; Personal pronoun; Demonstrative; Psychology; Computer science","score_opus":0.03461926105732961,"score_gpt":0.3586988394783226,"score_spread":0.324079578420993,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409244980","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":[0.9526357,0.0018536921,0.00057044154,0.00033581414,0.000057248933,0.00005491465,0.016571898,0.000039289735,0.027880942],"genre_scores_gemma":[0.9732857,0.0010646157,0.0013199601,0.000116702286,0.0000061004394,0.000045205208,0.011076614,0.000068812864,0.013016338],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99857295,0.00008609713,0.00007770427,0.0003658655,0.0006097884,0.0002875219],"domain_scores_gemma":[0.99775654,0.00038281025,0.0002432094,0.00015198611,0.001214332,0.000251154],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00094763975,0.00027291957,0.000530023,0.0031342322,0.004546621,0.0029455968,0.0007634545,0.0003386119,0.0026622862],"category_scores_gemma":[0.0022121093,0.0003122959,0.0002851518,0.007822529,0.0015767794,0.00054251036,0.0016781954,0.00046589228,0.00051533175],"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":[0.0014932168,0.00015736437,0.46776316,0.0016063892,0.00028044137,0.005379866,0.26408634,0.0020585826,0.02069434,0.026444538,0.03959216,0.17044364],"study_design_scores_gemma":[0.000027984253,0.00002673729,0.70853305,0.00018281628,0.00008116323,0.00087886484,0.060264423,0.00060347124,0.0037653502,0.00056825276,0.2249268,0.0001410382],"about_ca_topic_score_codex":0.9812259,"about_ca_topic_score_gemma":0.99361986,"teacher_disagreement_score":0.027929418,"about_ca_system_score_codex":0.027929418,"about_ca_system_score_gemma":0.02527023,"threshold_uncertainty_score":0.20264304},"labels":[],"label_agreement":null}]}