{"meta":{"query_hash":"462b8d4d7081","filters":{"venue":"Qualitative Research Journal for Social Studies"},"cohort_total":5,"direct_labels_cover":1,"predictions_cover":5,"exported":5,"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/462b8d4d7081","api":"https://metacan.xera.ac/api/v1/cohort?venue=Qualitative+Research+Journal+for+Social+Studies"},"results":[{"id":"W4412812369","doi":"10.63878/qrjs52","title":"ALEXITHYMIA, EMOTIONAL REGULATION, PARENTING STYLE, AND PSYCHOLOGICAL DISTRESS AMONG CHILDREN","year":2025,"lang":"en","type":"article","venue":"Qualitative Research Journal for Social Studies","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","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":"Alexithymia; Psychology; Psychological distress; Style (visual arts); Emotional distress; Emotional regulation; Distress; Developmental psychology; Clinical psychology; Anxiety; Psychotherapist; Mental health; Psychiatry; Art","score_opus":0.2631910549043899,"score_gpt":0.5627462633494402,"score_spread":0.29955520844505035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412812369","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9754696,0.004334736,0.0010834963,0.011087156,0.0013064323,0.000577261,0.000111923466,0.00003029314,0.0059991386],"genre_scores_gemma":[0.9876951,0.00060599955,0.00030580713,0.00015879935,0.0011048882,0.00007998983,0.0000471219,0.000011998335,0.009990324],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9969711,0.0011235495,0.00047890763,0.00037457584,0.0005232883,0.0005286229],"domain_scores_gemma":[0.9978324,0.0010061926,0.00014927446,0.00006251526,0.0008478618,0.0001017601],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0032054528,0.00016976793,0.00032264367,0.00020706897,0.0033269536,0.00012683895,0.00017239878,0.000112892274,0.000106251966],"category_scores_gemma":[0.0006781031,0.00013618857,0.00016329024,0.00040954517,0.0010607787,0.00011613361,0.00010910948,0.0005403528,0.00001097012],"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":[0.00056949543,0.0008841518,0.08820428,0.00015647826,0.0021802043,0.000005637453,0.11367721,7.0752094e-7,0.000022269236,0.4397309,0.30186647,0.05270217],"study_design_scores_gemma":[0.0009886129,0.00010875236,0.7984217,0.00029369423,0.0000148597965,0.0000044191916,0.05615221,8.915329e-7,0.0000018307344,0.14148176,0.0024047173,0.00012658015],"about_ca_topic_score_codex":0.000019873893,"about_ca_topic_score_gemma":0.000020430845,"teacher_disagreement_score":0.7102174,"about_ca_system_score_codex":0.00014261613,"about_ca_system_score_gemma":0.00003342573,"threshold_uncertainty_score":0.9979706},"labels":[],"label_agreement":null},{"id":"W4413458743","doi":"10.63878/qrjs177","title":"CRISIS AND CURE: COMPARATIVE POLICY RESPONSE TO ECONOMIC FLUCTUATIONS IN ADVANCED SELECTED ECONOMIES","year":2025,"lang":"en","type":"article","venue":"Qualitative Research Journal for Social Studies","topic":"Regional Development and Policy","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":"Economics; Crisis response; Keynesian economics; Economy; Political science","score_opus":0.3571839265607849,"score_gpt":0.6582595320121795,"score_spread":0.30107560545139456,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413458743","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77317643,0.001436615,0.00006163994,0.22042024,0.00018862069,0.0007756519,0.000042738873,0.000014590773,0.003883495],"genre_scores_gemma":[0.98768073,0.0030939572,0.00081899005,0.00036437335,0.00043862258,0.00029989774,0.00000253017,0.0000083513205,0.0072925272],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99509835,0.0034718886,0.00038308502,0.00021622259,0.00026538878,0.0005650347],"domain_scores_gemma":[0.99114597,0.007509894,0.00009097785,0.00004144393,0.0010828197,0.00012891636],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0086581865,0.000120763936,0.000380845,0.0010055148,0.0035853933,0.00016728524,0.0002010784,0.000063397965,0.00001000618],"category_scores_gemma":[0.006710075,0.00011657141,0.00006563517,0.0011934831,0.0008044471,0.00029512856,0.00009581965,0.00028885526,0.000015632042],"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":[0.00080213003,0.00001886685,0.00021983705,0.000011775392,0.0001855891,5.627276e-7,0.64046,0.000008658531,0.000041225303,0.27303663,0.08406508,0.0011496015],"study_design_scores_gemma":[0.00058697356,0.000115185576,0.014511205,0.00004145344,0.000004559111,1.7632878e-7,0.6248117,0.0000019906342,0.000030383044,0.2220584,0.1377256,0.000112337315],"about_ca_topic_score_codex":0.0011220272,"about_ca_topic_score_gemma":0.008089055,"teacher_disagreement_score":0.22005586,"about_ca_system_score_codex":0.0018961497,"about_ca_system_score_gemma":0.0022661735,"threshold_uncertainty_score":0.9977118},"labels":[],"label_agreement":null},{"id":"W4414689770","doi":"10.63878/qrjs470","title":"EVALUATING LANGUAGE SKILLS IN HIGHER EDUCATION: POTENTIAL ISSUES AND OUTCOMES","year":2025,"lang":"fr","type":"article","venue":"Qualitative Research Journal for Social Studies","topic":"Second Language Learning and Teaching","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":"Language assessment; Practicum; Formative assessment; Variety (cybernetics); Language proficiency; English language; Language education; Language industry; Language acquisition","score_opus":0.4084033049460129,"score_gpt":0.6561818798565727,"score_spread":0.24777857491055982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414689770","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.521245,0.37247163,0.000009015935,0.092705436,0.0035703264,0.00039553715,0.000049278508,0.000015634332,0.009538144],"genre_scores_gemma":[0.32514426,0.002545106,0.0005286742,0.0004984758,0.0036415053,0.00009982539,0.000007502428,0.000025261203,0.6675094],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99405956,0.0040439554,0.00050758326,0.00026445097,0.00052042323,0.00060404226],"domain_scores_gemma":[0.9946772,0.004002823,0.00016008357,0.00006904173,0.0010253132,0.00006555379],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.010226556,0.00020273555,0.0005156904,0.00046521504,0.0044192206,0.00060935505,0.0001566428,0.00009795735,0.0006692718],"category_scores_gemma":[0.0036997406,0.00017228372,0.00016997475,0.00016873816,0.0012191677,0.00028884053,0.0001379915,0.0011876434,0.000010581948],"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":[0.000039756236,0.00017224852,0.00022268102,0.00036197045,0.0005472681,0.000009931575,0.5656042,0.000001827099,0.000010145161,0.29774275,0.016224084,0.11906312],"study_design_scores_gemma":[0.00079572026,0.00021971707,0.002723266,0.0006804788,0.00006101279,0.0000021255826,0.82298607,0.0000072544462,0.0000039248007,0.05475537,0.11760945,0.00015558767],"about_ca_topic_score_codex":0.0026900677,"about_ca_topic_score_gemma":0.0006572073,"teacher_disagreement_score":0.65797126,"about_ca_system_score_codex":0.00037651067,"about_ca_system_score_gemma":0.00028558765,"threshold_uncertainty_score":0.9968769},"labels":[],"label_agreement":null},{"id":"W7077235396","doi":"10.63878/qrjs112","title":"ECONOMIC GROWTH IN G-7 COUNTRIES: AN EMPIRICAL ANALYSIS OF ITS DETERMINANTS","year":2025,"lang":"en","type":"article","venue":"Qualitative Research Journal for Social Studies","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","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":"Human capital; Proxy (statistics); Estimation; Generalized method of moments; Investment (military); Index (typography); Order (exchange); Sustainable growth rate; Capital deepening","score_opus":0.33211621829247123,"score_gpt":0.604026854058085,"score_spread":0.27191063576561375,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7077235396","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9620627,0.0023993633,0.008269114,0.024424598,0.00029227333,0.00036588017,0.000048702128,0.000018749419,0.0021186078],"genre_scores_gemma":[0.99793416,0.0005389592,0.000617869,0.000058226113,0.000059863567,0.00003947546,0.0000011078117,0.000001439542,0.0007489031],"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9973675,0.0011812838,0.00048356288,0.00025370708,0.00030767743,0.00040628025],"domain_scores_gemma":[0.99513435,0.0030454649,0.00015647152,0.000092948714,0.001517933,0.000052834024],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008335148,0.00009695832,0.000506929,0.00059192936,0.0007334322,0.00007729679,0.0006060735,0.000065232576,0.000007123745],"category_scores_gemma":[0.0030819676,0.00008241608,0.0001655413,0.0012331272,0.00036668184,0.00028660396,0.00024009391,0.00027781693,0.0000017133248],"study_design_candidate":"theoretical_or_conceptual","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":[0.00029941785,0.00031243815,0.05569089,0.0006827888,0.0045949053,0.000036135607,0.58354837,0.00020487797,0.0001487554,0.33528724,0.013376927,0.0058172694],"study_design_scores_gemma":[0.0017125801,0.00079820614,0.04621694,0.00025063043,0.00019066638,0.0000031472232,0.3167556,0.01421658,0.0031353475,0.6060868,0.0101954285,0.00043807167],"about_ca_topic_score_codex":0.000023919249,"about_ca_topic_score_gemma":0.00020266935,"teacher_disagreement_score":0.27079955,"about_ca_system_score_codex":0.0002844881,"about_ca_system_score_gemma":0.000294371,"threshold_uncertainty_score":0.5641042},"labels":[],"label_agreement":null},{"id":"W7131253231","doi":"10.63878/qrjs831","title":"RECONCEPTUALIZING ETHICAL LEADERSHIP WITHIN NEO-CHARISMATIC LEADERSHIP THEORETICAL PERSPECTIVE: IMPLICATIONS FOR BUSINESS ETHICS AND ORGANIZATIONAL PRACTICE","year":2025,"lang":"","type":"article","venue":"Qualitative Research Journal for Social Studies","topic":"Ethics in Business and Education","field":"Decision 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":false,"ca_institutions":"","funders":"University of Calgary","keywords":"Ethical leadership; Accountability; Business ethics; Leadership studies; Corporate social responsibility; Business practice; Ethical decision; Social responsibility; Leadership style","score_opus":0.9042890881525215,"score_gpt":0.7208540516592866,"score_spread":0.1834350364932349,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7131253231","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":"methods","model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0015282194,0.021510007,0.13715015,0.8346846,0.002441619,0.0017395777,0.00014815565,0.00002516162,0.0007724854],"genre_scores_gemma":[0.93834823,0.012698008,0.027420666,0.012178739,0.0034460013,0.0007940965,0.000029033128,0.00012363902,0.0049616084],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9679041,0.023460234,0.002455776,0.0013531294,0.0032933434,0.0015334493],"domain_scores_gemma":[0.4343911,0.45510933,0.0014618571,0.00042266404,0.10822536,0.00038968175],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaresearch","sts","research_integrity"],"category_scores_codex":[0.1725727,0.00051571475,0.001173541,0.0010831421,0.021909382,0.0022537098,0.0011361025,0.0015393002,0.000081537975],"category_scores_gemma":[0.78282267,0.00043798902,0.0003161062,0.0052843695,0.017056627,0.0011221957,0.00046557796,0.009514352,0.000013744845],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00042737875,0.00015767019,0.00004149384,0.0007258031,0.0005526422,5.803393e-7,0.4426551,0.0000069639527,0.000030316867,0.54064316,0.013455784,0.0013031353],"study_design_scores_gemma":[0.0006312933,0.00018087267,0.00034621757,0.00065177656,0.00015488596,0.000012350225,0.501301,0.00006655305,0.000018162442,0.4944853,0.0019256417,0.00022595256],"about_ca_topic_score_codex":0.000054194108,"about_ca_topic_score_gemma":0.00011423524,"teacher_disagreement_score":0.93682,"about_ca_system_score_codex":0.0016901876,"about_ca_system_score_gemma":0.0111597,"threshold_uncertainty_score":0.9998072},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"agree"}]}