{"meta":{"query_hash":"500010dcea1c","filters":{"venue":"Interdisciplinary Humanities and Communication Studies"},"cohort_total":5,"direct_labels_cover":0,"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/500010dcea1c","api":"https://metacan.xera.ac/api/v1/cohort?venue=Interdisciplinary+Humanities+and+Communication+Studies"},"results":[{"id":"W4401597447","doi":"10.61173/k7mhdf29","title":"Standards of Femininity in Traditional and Contemporary China: Stereotypes and Beliefs on Women’s Appearance, Roles and their Cultural Influences","year":2024,"lang":"en","type":"article","venue":"Interdisciplinary Humanities and Communication Studies","topic":"Fashion and Cultural Textiles","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":"Earl Haig Secondary School","funders":"","keywords":"Beauty; Femininity; Aesthetics; Face (sociological concept); China; Ideal (ethics); Perception; Psychology; Sociology; Gender studies; Social psychology; Art; Political science; Social science; Law","score_opus":0.11054006656429652,"score_gpt":0.3267894482559986,"score_spread":0.21624938169170208,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401597447","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":[0.92208534,0.05820044,1.5189939e-7,0.0013661474,0.00006573158,0.00011252223,0.00018350127,0.00003423518,0.017951915],"genre_scores_gemma":[0.98884,0.010161175,0.0000048617044,0.000107804226,0.000053476815,0.000059418588,0.000012192358,0.000007486937,0.0007536],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9992256,0.00008356237,0.00028395824,0.00018621722,0.000111620444,0.00010904618],"domain_scores_gemma":[0.99952877,0.00017991707,0.000067848254,0.00011409351,0.00008458316,0.000024777853],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023399899,0.00018163871,0.0003007256,0.00010314272,0.00059294945,0.00025525008,0.000093944735,0.000029123084,0.00004056428],"category_scores_gemma":[0.000012061709,0.000117079246,0.000026418538,0.000024469806,0.0017529816,0.00044910578,0.00032050928,0.00016901667,6.153552e-7],"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":[0.000073761104,0.000056702844,0.00033473803,0.00037676998,0.00014386725,0.000001918288,0.82362616,5.5616584e-7,0.000020110672,0.1683598,0.0015747575,0.0054308632],"study_design_scores_gemma":[0.00040474205,0.0006585264,0.02276317,0.0019009307,0.000011374511,0.000012914755,0.92685366,0.000046031935,0.000018673762,0.035199862,0.0119004715,0.00022962324],"about_ca_topic_score_codex":0.000023006765,"about_ca_topic_score_gemma":0.00085904036,"teacher_disagreement_score":0.13315994,"about_ca_system_score_codex":0.00003002968,"about_ca_system_score_gemma":0.000012474912,"threshold_uncertainty_score":0.6458934},"labels":[],"label_agreement":null},{"id":"W4403862119","doi":"10.61173/6yxmg555","title":"Research on the Japanese Economy: The Impact of US-Japanese Relationship on the Economic Development of Japan After WWII","year":2024,"lang":"en","type":"article","venue":"Interdisciplinary Humanities and Communication Studies","topic":"Japanese History and Culture","field":"Social Sciences","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":"University of Toronto","funders":"","keywords":"World War II; Japanese post-war economic miracle; World economy; Economics; Economy; Political science; Development economics; Red Army's tactics in World War II","score_opus":0.1928543020642288,"score_gpt":0.4284273138021448,"score_spread":0.23557301173791603,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403862119","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":[0.87736344,0.006437652,5.1326126e-8,0.008437452,0.00008004535,0.0002931425,0.000010564081,0.000017572254,0.10736008],"genre_scores_gemma":[0.9941278,0.00036600497,0.0000021711066,0.000075571064,0.000077441044,0.00025593335,0.000003634378,0.000009816995,0.0050816303],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.998254,0.0009044863,0.00034087873,0.00015906822,0.00016815898,0.00017342805],"domain_scores_gemma":[0.9957613,0.0033483724,0.000108766595,0.0006028629,0.0001599702,0.000018751209],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0024253656,0.00013552162,0.00018444212,0.000094405696,0.0035810599,0.00012185819,0.0006867128,0.000054421907,0.0002239878],"category_scores_gemma":[0.000065851375,0.00006218585,0.00012077787,0.00013770221,0.0024982558,0.00016257541,0.0006622232,0.00043221802,0.000044832486],"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":[0.00006853201,0.00003992633,0.0003086394,0.00003129042,0.0002192731,2.433516e-7,0.81488305,0.000029543007,0.0000025597453,0.17540497,0.008769165,0.00024279807],"study_design_scores_gemma":[0.000059151484,0.00018482293,0.012039903,0.00038355327,0.00002500527,0.000001346077,0.9403596,0.000028732049,0.000012848425,0.028326191,0.018464407,0.00011443337],"about_ca_topic_score_codex":0.00041863552,"about_ca_topic_score_gemma":0.005514432,"teacher_disagreement_score":0.14707877,"about_ca_system_score_codex":0.00039152845,"about_ca_system_score_gemma":0.00015488104,"threshold_uncertainty_score":0.9977161},"labels":[],"label_agreement":null},{"id":"W4403872879","doi":"10.61173/ceqxk555","title":"Copyright Issues in the Artworks Generated by Artificial Intelligence","year":2024,"lang":"en","type":"article","venue":"Interdisciplinary Humanities and Communication Studies","topic":"Law, AI, and Intellectual Property","field":"Computer Science","cited_by":2,"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":"Computer science; Artificial intelligence","score_opus":0.11119117127375663,"score_gpt":0.3559698076991886,"score_spread":0.244778636425432,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403872879","genre_codex":"review","genre_gemma":"empirical","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":[0.046158846,0.6878067,0.0741421,0.12906176,0.0020043077,0.0010795366,0.000027208667,0.00089691026,0.058822624],"genre_scores_gemma":[0.98478115,0.011713391,0.0004458203,0.00066558743,0.00008917084,0.00008964439,0.000010148151,0.000009262197,0.0021958435],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9987463,0.00025863314,0.00036460807,0.00027763422,0.00016178629,0.00019105808],"domain_scores_gemma":[0.99876285,0.00047501345,0.000040231003,0.0006085274,0.000098609744,0.000014749673],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00049087073,0.00016478551,0.000192943,0.000092939415,0.0007550276,0.00074163364,0.0011376429,0.000042587268,0.00003616345],"category_scores_gemma":[0.000020653357,0.000100043035,0.00004799894,0.00026963034,0.00065504503,0.00056578586,0.0016584874,0.00028314473,0.000040347095],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020919695,0.00015500339,0.000007614034,0.00006404094,0.0001335398,0.00001546699,0.23693822,0.000020348478,0.00013294088,0.4163377,0.2675237,0.078650504],"study_design_scores_gemma":[0.00009488848,0.0006400201,0.00003316249,0.00072298694,0.000034106586,0.00006476499,0.09824147,0.11142545,0.0019468828,0.5555798,0.23057306,0.0006434242],"about_ca_topic_score_codex":0.000040676863,"about_ca_topic_score_gemma":0.0003343716,"teacher_disagreement_score":0.9386223,"about_ca_system_score_codex":0.000042506388,"about_ca_system_score_gemma":0.00001500796,"threshold_uncertainty_score":0.715159},"labels":[],"label_agreement":null},{"id":"W4411667577","doi":"10.61173/vgjwgx23","title":"Research on the Social Attributes and Influences of Film and Television Works","year":2025,"lang":"en","type":"article","venue":"Interdisciplinary Humanities and Communication Studies","topic":"Asian Culture and Media Studies","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":"Public Health Ontario","funders":"","keywords":"Psychology; Computer science; Advertising; Business","score_opus":0.20478976760145037,"score_gpt":0.4844712010971491,"score_spread":0.27968143349569874,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411667577","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":[0.78004426,0.07505654,0.0000020318644,0.07252628,0.00007084508,0.00027548458,0.0000063133516,0.000022623179,0.071995616],"genre_scores_gemma":[0.96508074,0.033022903,0.00001797282,0.00015836491,0.000045130415,0.00005247336,0.0000010677936,0.0000022417128,0.0016191134],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99903965,0.0003683113,0.00016657531,0.00011807335,0.00017266824,0.00013472991],"domain_scores_gemma":[0.997647,0.0018723551,0.000061038845,0.00013935367,0.00026862026,0.000011617908],"candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.00094444794,0.00007761557,0.00018048068,0.0000808807,0.0050661787,0.00009071403,0.00020156284,0.00004454443,0.000006127964],"category_scores_gemma":[0.00017191636,0.00004918733,0.00002164208,0.00015380295,0.003981225,0.00012139698,0.0014643559,0.00020432512,5.579125e-7],"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":[0.000046288067,0.000043722495,0.0020688483,0.00007425787,0.00018571633,3.9635765e-7,0.5648046,2.2693811e-7,0.0000073095866,0.36663464,0.03112934,0.035004616],"study_design_scores_gemma":[0.00009502898,0.00006970664,0.020264776,0.00046734337,0.000019968962,1.7632075e-7,0.9239045,0.0000016202266,0.000013535178,0.03618858,0.018921925,0.00005288066],"about_ca_topic_score_codex":0.00008082493,"about_ca_topic_score_gemma":0.001614966,"teacher_disagreement_score":0.3590998,"about_ca_system_score_codex":0.000024750505,"about_ca_system_score_gemma":0.000021506312,"threshold_uncertainty_score":0.99872935},"labels":[],"label_agreement":null},{"id":"W7116059707","doi":"10.61173/s3db0375","title":"Addressing Coordination and Conflict in Multicultural Elementary Classrooms through Culturally Responsive Teaching and Universal Design for Learning","year":2025,"lang":"","type":"article","venue":"Interdisciplinary Humanities and Communication Studies","topic":"Collaborative Teaching and Inclusion","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":"Simon Fraser University","funders":"","keywords":"Universal Design for Learning; Multiculturalism; Curriculum; Multicultural education; Cultural diversity; Empirical research","score_opus":0.14970769277192905,"score_gpt":0.43460243026045425,"score_spread":0.28489473748852523,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7116059707","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":[0.9139479,0.055869162,0.0007397498,0.021170625,0.00021031915,0.0013016331,0.000019477162,0.000065417145,0.0066757635],"genre_scores_gemma":[0.97990555,0.011891197,0.0026736055,0.0002118526,0.000047738326,0.00008521209,0.000023409108,0.000010647229,0.005150773],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9962703,0.0024163355,0.00049591984,0.0003867343,0.0001548834,0.00027584253],"domain_scores_gemma":[0.9962141,0.0028848415,0.00029270328,0.00016354013,0.00041739116,0.000027441674],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001820101,0.00028295454,0.00044872184,0.00017889468,0.010074425,0.0004018494,0.0002244263,0.000108954024,0.0000063085054],"category_scores_gemma":[0.00049313443,0.00025446483,0.000045716843,0.00016999817,0.0015130838,0.00084662804,0.0023814803,0.0006592887,2.0588968e-7],"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":[0.0005405357,0.00009043407,0.0007719842,0.00018333203,0.00024499712,0.0000016113157,0.9421508,0.000068110334,0.00024298533,0.032377236,0.0017741646,0.021553842],"study_design_scores_gemma":[0.0013697154,0.0005047,0.0026452013,0.001950818,0.00012733902,0.0000019007132,0.9646058,0.003968824,0.000016568216,0.0064686704,0.018052028,0.00028845004],"about_ca_topic_score_codex":0.0006966709,"about_ca_topic_score_gemma":0.0042609945,"teacher_disagreement_score":0.06595771,"about_ca_system_score_codex":0.00047381571,"about_ca_system_score_gemma":0.00006157284,"threshold_uncertainty_score":0.99999076},"labels":[],"label_agreement":null}]}