{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":9,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":9,"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":"58c281c417cb","filters":{"venue":"Research Methods in Applied Linguistics"}},"results":[{"id":"W4228999088","doi":"10.1016/j.rmal.2022.100013","title":"Validation of the PPVT–5 for Chinese-English bilingual learners: Application of cross-classified mixed effects model","year":2022,"lang":"en","type":"article","venue":"Research Methods in Applied Linguistics","topic":"Reading and Literacy Development","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Peabody Picture Vocabulary Test; Vocabulary; Psychology; Test (biology); Neuroscience of multilingualism; Linguistics","authors":[{"name":"Xuejun Ryan Ji","is_ca":true},{"name":"Guofang Li","is_ca":true},{"name":"Lee Gunderson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1356509626679442,"gpt":0.5508056247350124,"spread":0.4151546620670682,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04812861,0.001743858,0.001958343,0.00133064,0.002167041,0.002943489,0.002665372,0.002110261,0.005114091],"category_scores_gemma":[0.1030757,0.0009811405,0.00402205,0.0009824239,0.001352567,0.002472797,0.002243934,0.002754713,0.001413951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001258273,"about_ca_system_score_gemma":0.00320931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006062528,"about_ca_topic_score_gemma":0.008428852,"domain_scores_codex":[0.9685997,0.01822772,0.003286211,0.005839715,0.003457448,0.0005893031],"domain_scores_gemma":[0.8619995,0.1004704,0.003900293,0.01064838,0.02203872,0.0009426547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01464946,0.005757173,0.6174902,0.002539846,0.008944606,0.0008124409,0.01796989,0.01622497,0.02089892,0.0124092,0.009552116,0.2727512],"study_design_scores_gemma":[0.002556684,0.009185494,0.7665238,0.0008201274,0.007768687,0.001110332,0.006497206,0.1288392,0.03603464,0.01454191,0.02549762,0.0006243843],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8987295,0.0006049383,0.08832735,0.0001864842,0.000403308,0.003651687,0.002432019,0.0007391297,0.004925706],"genre_scores_gemma":[0.8907894,0.0001761991,0.08611471,0.0002167732,0.00006335651,0.01441277,0.004736996,0.0006677671,0.002821945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04812861,"threshold_uncertainty_score":0.2545314,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4379135566","doi":"10.1016/j.rmal.2023.100055","title":"Typed transcription as a simultaneous measure of foreign-accent comprehensibility and intelligibility: An online replication study","year":2023,"lang":"en","type":"article","venue":"Research Methods in Applied Linguistics","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Intelligibility (philosophy); Transcription (linguistics); Sentence; Computer science; Speech recognition; Psychology; Natural language processing; Linguistics","authors":[{"name":"Jordan Gallant","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4709350947038988,"gpt":0.6153382944912205,"spread":0.1444031997873216,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01763881,0.001143959,0.0009750476,0.0007950076,0.002055818,0.002900422,0.001195362,0.001570142,0.003822525],"category_scores_gemma":[0.0783478,0.0009816904,0.001372517,0.0007562176,0.001485438,0.002241665,0.001681335,0.002354492,0.002426614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006268077,"about_ca_system_score_gemma":0.001264897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005330192,"about_ca_topic_score_gemma":0.005621217,"domain_scores_codex":[0.9903274,0.005155749,0.0009510016,0.001629217,0.001644866,0.0002918174],"domain_scores_gemma":[0.9041132,0.04211778,0.004772955,0.02492707,0.02224771,0.001821261],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01670299,0.05441558,0.5058163,0.001294476,0.0021709,0.002333581,0.1335561,0.002509709,0.09492015,0.001638592,0.004713638,0.1799281],"study_design_scores_gemma":[0.003224685,0.03019293,0.8687617,0.0002192079,0.001913305,0.001674761,0.04014023,0.006398647,0.03573067,0.002226439,0.009017969,0.0004994809],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993119,0.00004859746,0.003453055,0.00005027388,0.0001120368,0.0009558845,0.0003133105,0.00005462302,0.001893301],"genre_scores_gemma":[0.9882193,0.0000635374,0.004761492,0.0002074315,0.00007753869,0.002425774,0.0005449343,0.0001206384,0.003579336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9823612,"threshold_uncertainty_score":0.09328407,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401815757","doi":"10.1016/j.rmal.2024.100148","title":"Duoethnography and English for research publication purposes: Promises and challenges","year":2024,"lang":"en","type":"article","venue":"Research Methods in Applied Linguistics","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Library science; Political science; Computer science; Data science","authors":[{"name":"Pejman Habibie","is_ca":true},{"name":"Richard D. Sawyer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5101318654789797,"gpt":0.5543451827326809,"spread":0.04421331725370115,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1591673,0.0009013265,0.001580471,0.007060509,0.01014773,0.03540524,0.003516494,0.004581406,0.009892892],"category_scores_gemma":[0.2754595,0.0007850684,0.000749018,0.01184659,0.04863194,0.05268504,0.01815136,0.00887909,0.002641428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006539073,"about_ca_system_score_gemma":0.01941354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00239836,"about_ca_topic_score_gemma":0.003692841,"domain_scores_codex":[0.8532445,0.1214515,0.006556292,0.004794381,0.01207215,0.001881297],"domain_scores_gemma":[0.4974185,0.3901165,0.01712312,0.05755586,0.02861018,0.009175837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005296105,0.00005250242,0.001963566,0.001377429,0.00002447405,0.0001469851,0.05706877,0.00009376989,0.0003271265,0.8148931,0.008615369,0.1153841],"study_design_scores_gemma":[0.00002666577,0.00008527596,0.002015699,0.006496753,0.00003286017,0.0003676276,0.06882718,0.0005976137,0.0009589915,0.3650626,0.5554457,0.00008305456],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04785072,0.06995977,0.2202055,0.3851952,0.01467113,0.0012122,0.0005777108,0.0005280005,0.2597998],"genre_scores_gemma":[0.6321086,0.05537059,0.2073669,0.03851527,0.01151556,0.004273782,0.0004707986,0.001904428,0.04847406],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1591673,"threshold_uncertainty_score":0.8417674,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406429227","doi":"10.1016/j.rmal.2025.100185","title":"CA and MCA to advance diversity, equity, and inclusion (DEI): A case for motivated looking","year":2025,"lang":"en","type":"article","venue":"Research Methods in Applied Linguistics","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Equity (law); Inclusion (mineral); Diversity (politics); Political science; Financial economics; Economics; Sociology; Gender studies; Law","authors":[{"name":"Steven Talmy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2465344450362851,"gpt":0.6360173060759611,"spread":0.3894828610396759,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.05198347,0.0006620662,0.001315539,0.004091721,0.01524146,0.01366843,0.002901614,0.005028805,0.003857008],"category_scores_gemma":[0.05456889,0.0006312699,0.001232777,0.00305372,0.0807256,0.0213441,0.02010212,0.00817644,0.0003985365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009034954,"about_ca_system_score_gemma":0.01404434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003963795,"about_ca_topic_score_gemma":0.005726257,"domain_scores_codex":[0.9495425,0.04068162,0.0009230406,0.00311453,0.003785991,0.001952375],"domain_scores_gemma":[0.9199333,0.0623409,0.002912951,0.00852621,0.00330444,0.002982243],"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":[0.000008474193,0.000009204336,0.0002044233,0.00002805453,0.000003194242,0.00003480309,0.01505855,0.0000636736,0.00004969908,0.9793208,0.0003545655,0.00486467],"study_design_scores_gemma":[0.000006574854,0.000008680207,0.0001280288,0.0001014957,0.000003570498,0.00005875184,0.008034478,0.0005340131,0.0001225276,0.9745269,0.01646497,0.000009969983],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.1139973,0.005526863,0.3621232,0.114232,0.0009839288,0.0005833818,0.00008760575,0.0002768305,0.4021889],"genre_scores_gemma":[0.9276265,0.0004495371,0.06342341,0.003471133,0.0001432366,0.0004948902,0.00001839057,0.0001043695,0.004268599],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9970984,"threshold_uncertainty_score":0.2749182,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411595338","doi":"10.1016/j.rmal.2025.100226","title":"Language without borders: A step-by-step guide to analyzing webcam eye-tracking data for L2 research","year":2025,"lang":"en","type":"article","venue":"Research Methods in Applied Linguistics","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Eye tracking; Tracking (education); Artificial intelligence; Computer vision; Psychology","authors":[{"name":"Jason Geller","is_ca":false},{"name":"Yanina Prystauka","is_ca":false},{"name":"Sarah Colby","is_ca":true},{"name":"Julia R. Drouin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.220862357975262,"gpt":0.6603005110391917,"spread":0.4394381530639297,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008837405,0.003220792,0.00184435,0.006092853,0.002308352,0.006737506,0.004662124,0.002317278,0.09147875],"category_scores_gemma":[0.02745233,0.002472827,0.001932263,0.002881196,0.001525557,0.002990118,0.004101396,0.004062591,0.08342133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008255729,"about_ca_system_score_gemma":0.003898752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008040018,"about_ca_topic_score_gemma":0.02654465,"domain_scores_codex":[0.9961678,0.001136834,0.0006468891,0.0006808132,0.001154414,0.0002132906],"domain_scores_gemma":[0.9836821,0.007792322,0.0005414189,0.002691256,0.004653356,0.0006395086],"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":[0.0004374107,0.0007880713,0.00445088,0.003152786,0.0002794439,0.0012143,0.005004418,0.002243902,0.07584658,0.01818022,0.2550969,0.6333051],"study_design_scores_gemma":[0.0002668382,0.0004394336,0.02030585,0.001518087,0.0002005757,0.002776046,0.005235828,0.0398277,0.0830918,0.0552447,0.790414,0.0006792374],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002518228,0.0006408475,0.9327582,0.0003944043,0.0003306238,0.004627916,0.008297575,0.03910387,0.01132831],"genre_scores_gemma":[0.0035909,0.0002508126,0.9788609,0.0002127736,0.00003953103,0.004270461,0.001775139,0.004084624,0.006914731],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.09147875,"threshold_uncertainty_score":0.3060269,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413611910","doi":"10.1016/j.rmal.2025.100248","title":"Generating synthetic data for CALL research with GenAI: A proof-of-concept study","year":2025,"lang":"en","type":"article","venue":"Research Methods in Applied Linguistics","topic":"Video Analysis and Summarization","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Proof of concept; Computer science; Data science","authors":[{"name":"Dennis Foung","is_ca":true},{"name":"Lucas Kohnke","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3565748183624333,"gpt":0.5723938787290209,"spread":0.2158190603665877,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01516985,0.00104898,0.0006603219,0.0006887354,0.0005520086,0.001568685,0.001723716,0.001400477,0.004124374],"category_scores_gemma":[0.05090247,0.0002643339,0.000714354,0.0005957533,0.001273981,0.00165227,0.001822628,0.002069393,0.001017002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001004672,"about_ca_system_score_gemma":0.001239585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001417471,"about_ca_topic_score_gemma":0.001462426,"domain_scores_codex":[0.9913366,0.006038394,0.0002232846,0.0006382816,0.001510275,0.0002531466],"domain_scores_gemma":[0.9409685,0.04800616,0.001384559,0.005163906,0.003791649,0.0006852719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003003762,0.003608781,0.01667967,0.003829614,0.0006379237,0.0009074841,0.001302182,0.5292176,0.01321219,0.09926153,0.04976798,0.2785713],"study_design_scores_gemma":[0.0007176902,0.002115936,0.003371686,0.0004243017,0.00009618697,0.0006027399,0.0007240421,0.9041681,0.01888823,0.03598687,0.03281019,0.00009395979],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3542955,0.004548903,0.5908659,0.006648195,0.001176926,0.004096795,0.008204557,0.003239288,0.026924],"genre_scores_gemma":[0.7339628,0.001224812,0.2487006,0.001734987,0.0002400313,0.00317779,0.006957776,0.00038596,0.00361519],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01516985,"threshold_uncertainty_score":0.08022684,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411438597","doi":"10.1016/j.rmal.2025.100230","title":"Challenging lexical coverage conventions: Evaluating the vocabulary demands of family-genre film and television","year":2025,"lang":"en","type":"article","venue":"Research Methods in Applied Linguistics","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Vocabulary; Linguistics; Computer science","authors":[{"name":"Brett Milliner","is_ca":false},{"name":"Geoffrey G. Pinchbeck","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2405586029356581,"gpt":0.6092393703562362,"spread":0.3686807674205781,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004285277,0.0004536676,0.0004805273,0.002151128,0.0006656976,0.002902326,0.0007485008,0.0009931201,0.002561068],"category_scores_gemma":[0.07157928,0.0004363489,0.0004121485,0.001509827,0.001071862,0.004470553,0.002018239,0.0007848096,0.0005520126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007582912,"about_ca_system_score_gemma":0.0003861545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00397896,"about_ca_topic_score_gemma":0.004755899,"domain_scores_codex":[0.9962189,0.001615454,0.0004588382,0.000571874,0.000965172,0.0001697773],"domain_scores_gemma":[0.9362664,0.04974611,0.006141663,0.002799821,0.003617692,0.001428404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002906028,0.001033061,0.7204537,0.0008982344,0.0003335686,0.001230329,0.04934182,0.00527468,0.05829849,0.001890066,0.001291595,0.1570484],"study_design_scores_gemma":[0.0000781243,0.001753592,0.9229239,0.0001596784,0.0001495157,0.001053952,0.03029016,0.02439705,0.01262397,0.002651494,0.003783209,0.0001355347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957601,0.0000814473,0.001103469,0.00003488346,0.000003571334,0.00003892619,0.0001625988,0.00002087345,0.002794086],"genre_scores_gemma":[0.9969633,0.00007605319,0.001767618,0.00002570679,0.000007627098,0.00008588476,0.0006409585,0.00002438222,0.0004085267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004285277,"threshold_uncertainty_score":0.022663,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410424799","doi":"10.1016/j.rmal.2025.100212","title":"Generating better understandings of linguistic dissociation using multiscalar temporal accounts","year":2025,"lang":"en","type":"article","venue":"Research Methods in Applied Linguistics","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Dissociation (chemistry); Linguistics; Philosophy; Chemistry; Physical chemistry","authors":[{"name":"Ashley R. Moore","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3913642590679851,"gpt":0.6736659830497153,"spread":0.2823017239817301,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02040652,0.001330293,0.0007059153,0.007892059,0.005312359,0.01222926,0.002911309,0.001339768,0.007160514],"category_scores_gemma":[0.03446543,0.0008365653,0.001129,0.006099579,0.01807654,0.02795416,0.01094234,0.004737725,0.000516254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006195805,"about_ca_system_score_gemma":0.002371618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007190975,"about_ca_topic_score_gemma":0.01042476,"domain_scores_codex":[0.9908938,0.005701305,0.0006382549,0.001256762,0.001004739,0.0005050823],"domain_scores_gemma":[0.9674415,0.02405381,0.002485069,0.003731217,0.001876773,0.0004115941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005172982,0.00005154721,0.009218032,0.0004289229,0.00005805533,0.0006303106,0.4949265,0.0008836208,0.001422686,0.4689471,0.001326886,0.02205468],"study_design_scores_gemma":[0.00002841753,0.00005011896,0.01662469,0.0009127812,0.00006760213,0.0004752131,0.3842175,0.01061224,0.001401866,0.5362146,0.04929467,0.0001003158],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3082286,0.003099678,0.5735812,0.0103473,0.0004258474,0.001135911,0.001751982,0.0004165903,0.1010129],"genre_scores_gemma":[0.9025652,0.000771827,0.09117092,0.0006028303,0.00007177363,0.001439321,0.0006827937,0.0002701656,0.002425221],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02040652,"threshold_uncertainty_score":0.1079212,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7115563230","doi":"10.1016/j.rmal.2025.100289","title":"Who participates in research, and why? A response to K. M. Kim &amp; E. Chen’s “Toward research inclusivity in applied linguistics: A reflection and methodological guideline for inclusive online experimentation”","year":2025,"lang":"en","type":"article","venue":"Research Methods in Applied Linguistics","topic":"Focus Groups and Qualitative Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institute for Christian Studies; University of Toronto","funders":"","keywords":"Habitus; Field (mathematics); Conversation; Social media; Crowdsourcing; Dialectic; Social research; Outreach; Field research","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.7445037095071237,"gpt":0.7413400588743285,"spread":0.003163650632795223,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.0606286,0.002379148,0.001933165,0.001268087,0.01841348,0.01670416,0.00650794,0.05423943,0.007823381],"category_scores_gemma":[0.1752891,0.001932619,0.002285111,0.001753793,0.03295948,0.0315945,0.01990674,0.07675456,0.005032104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01027882,"about_ca_system_score_gemma":0.0198991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009290163,"about_ca_topic_score_gemma":0.01675003,"domain_scores_codex":[0.8944326,0.06769038,0.006832174,0.01243649,0.01308191,0.005526448],"domain_scores_gemma":[0.787472,0.149843,0.0153828,0.008753898,0.02522723,0.01332106],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006070714,0.00005309266,0.000749126,0.000559502,0.00003501114,0.0004777883,0.06082519,0.0001059589,0.0008518245,0.04644172,0.8798125,0.01002753],"study_design_scores_gemma":[0.00003278908,0.00005556289,0.0006689885,0.001931598,0.00002560649,0.0008228542,0.05556769,0.0003500195,0.0006805127,0.02392278,0.9157088,0.0002328448],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0005011402,0.00117638,0.001271545,0.986976,0.009238311,0.00004302244,0.00004031602,0.00004294206,0.0007103569],"genre_scores_gemma":[0.008264512,0.0009383832,0.002211841,0.9809739,0.004196974,0.0003047757,0.00002199344,0.0001019536,0.002985613],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9934921,"threshold_uncertainty_score":0.3206385,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}