{"meta":{"query_hash":"44e4fcdb530a","filters":{"venue":"Communication Design Quarterly"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/44e4fcdb530a","api":"https://metacan.xera.ac/api/v1/cohort?venue=Communication+Design+Quarterly"},"results":[{"id":"W2244648488","doi":"10.1145/2792989.2792993","title":"Personalized presentation builder for persuasive communication","year":2015,"lang":"en","type":"article","venue":"Communication Design Quarterly","topic":"Digital Games and Media","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University; IBM (Canada)","funders":"","keywords":"Personalization; Presentation (obstetrics); Computer science; Personality; Field (mathematics); Big Five personality traits; World Wide Web; Multimedia; Human–computer interaction; Psychology; Social psychology","score_opus":0.13213230045148078,"score_gpt":0.37988109158532696,"score_spread":0.24774879113384618,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2244648488","genre_codex":"other","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":[0.012671108,0.007759269,0.43596944,0.028378008,0.0005667963,0.0057459543,0.000036642068,0.0006726717,0.5082001],"genre_scores_gemma":[0.9299569,0.0003085327,0.040415913,0.00038120372,0.000108853244,0.0005971945,0.00018580773,0.00002830314,0.028017292],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982882,0.00079526653,0.00023352959,0.00015036174,0.00031229865,0.00022034379],"domain_scores_gemma":[0.99764365,0.00072866626,0.00017249903,0.0006803048,0.00058068306,0.00019421302],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014764208,0.00010048005,0.00013822543,0.000066265435,0.00028141667,0.0002289779,0.00073583843,0.00009328906,0.000034786997],"category_scores_gemma":[0.00046334005,0.00010678795,0.0000756669,0.00018534972,0.00038790362,0.0006725297,0.000025075467,0.00009608392,0.00004731127],"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":[0.00021796496,0.00022908377,0.00011980604,0.00001287268,0.000049756338,2.904369e-7,0.38962024,0.000052782125,0.000104856816,0.24597125,0.05136254,0.31225854],"study_design_scores_gemma":[0.002031675,0.00042199175,0.00019336696,0.000050327344,0.000048025955,0.0000012808041,0.12559246,0.0016372199,0.000052125928,0.04015462,0.8295251,0.00029180307],"about_ca_topic_score_codex":0.00022009412,"about_ca_topic_score_gemma":0.00025983664,"teacher_disagreement_score":0.9172858,"about_ca_system_score_codex":0.00014684601,"about_ca_system_score_gemma":0.00028100252,"threshold_uncertainty_score":0.4354686},"labels":[],"label_agreement":null},{"id":"W4312255215","doi":"10.1145/3507857.3507862","title":"Writing infrastructure with the fabric of digital life platform","year":2022,"lang":"en","type":"article","venue":"Communication Design Quarterly","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Privilege (computing); Computer science; Power (physics); Multimedia; World Wide Web; Sociology; Computer security","score_opus":0.03386366629397417,"score_gpt":0.2216941036514278,"score_spread":0.18783043735745364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312255215","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":[0.98260593,0.0010161133,0.0022225226,0.003214951,0.00028305774,0.00053963764,0.00005661349,0.00009897073,0.009962197],"genre_scores_gemma":[0.9985765,0.000004503549,0.00023657626,0.00026981533,0.00012939073,0.00009710017,0.000100624464,0.000013541194,0.00057192415],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9992425,0.00011835741,0.00022665225,0.00008891829,0.0002060287,0.00011753474],"domain_scores_gemma":[0.9987421,0.00034410311,0.00020774947,0.0005566189,0.00011387867,0.000035570712],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026797803,0.00008795215,0.0001030789,0.000063920015,0.0007756972,0.00022944152,0.00051825907,0.000013595747,0.0007482663],"category_scores_gemma":[0.000015915044,0.00006105261,0.0000335675,0.00007596943,0.00020652986,0.0005036908,0.00003539981,0.00021945703,0.000010602298],"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":[0.00004619797,0.00006843345,0.0003497855,0.000016328398,0.00003089318,2.0580615e-7,0.9420318,0.00008666451,0.000007646271,0.015701614,0.015191047,0.026469376],"study_design_scores_gemma":[0.0004314672,0.0007307112,0.0014876019,0.00002510813,0.000037804195,0.0000105601475,0.9204627,0.0009069495,0.00001559181,0.008891953,0.06679305,0.00020649463],"about_ca_topic_score_codex":0.000039365532,"about_ca_topic_score_gemma":0.000016188205,"teacher_disagreement_score":0.051602002,"about_ca_system_score_codex":0.000034175962,"about_ca_system_score_gemma":0.000103988095,"threshold_uncertainty_score":0.8192991},"labels":[],"label_agreement":null},{"id":"W4319975833","doi":"10.1145/3531210.3531211","title":"Surveying the Effects of Remote Communication &amp; Collaboration Practices on Game Developers Amid a Pandemic","year":2022,"lang":"en","type":"article","venue":"Communication Design Quarterly","topic":"Digital Games and Media","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Pandemic; General partnership; Work (physics); Productivity; Process (computing); Business; Coronavirus disease 2019 (COVID-19); Public relations; Computer science; Engineering; Political science; Economic growth; Economics; Medicine","score_opus":0.08114399762362873,"score_gpt":0.35909740605627755,"score_spread":0.2779534084326488,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4319975833","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":[0.81507117,0.010259692,0.016470904,0.0231261,0.0011095213,0.0065721236,0.000033529897,0.00060877844,0.12674819],"genre_scores_gemma":[0.992419,0.0010704469,0.0033327157,0.0003298877,0.000018116032,0.00012939943,0.00005842993,0.000015431357,0.0026265976],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.993656,0.0051579196,0.00033023558,0.00015830093,0.00051228417,0.00018526753],"domain_scores_gemma":[0.9931023,0.004590626,0.0008469001,0.00115391,0.00024878207,0.00005745325],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0041582705,0.000106223335,0.00015729386,0.000085616746,0.00077107706,0.00016339075,0.0012772122,0.000053798038,0.00002542233],"category_scores_gemma":[0.0019991254,0.000095163945,0.00004690475,0.0007275253,0.0003026477,0.00042508036,0.000087594584,0.00032379557,0.000016761142],"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":[0.0001924761,0.0002604522,0.00063052,0.00003704935,0.00006564766,5.6781795e-7,0.31207955,0.00021642755,0.001660907,0.009982753,0.0042373813,0.67063624],"study_design_scores_gemma":[0.0009355848,0.0008818957,0.005964142,0.00018347653,0.00007037212,0.000003547994,0.08601888,0.000677318,0.00016705599,0.0049869763,0.8997157,0.0003950319],"about_ca_topic_score_codex":0.00079719065,"about_ca_topic_score_gemma":0.003123764,"teacher_disagreement_score":0.8954783,"about_ca_system_score_codex":0.00022754466,"about_ca_system_score_gemma":0.00038062967,"threshold_uncertainty_score":0.59305793},"labels":[],"label_agreement":null},{"id":"W4389745637","doi":"10.1145/3592367.3592369","title":"Decolonizing Community-Engaged Research: Designing CER with Cultural Humility as a Foundational Value","year":2023,"lang":"en","type":"article","venue":"Communication Design Quarterly","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":18,"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":"Humility; Cultural humility; Indigenous; Active listening; Value (mathematics); Sociology; Metaphor; Environmental ethics; Engineering ethics; Cultural competence; Pedagogy; Political science; Engineering; Computer science; Law","score_opus":0.278464719105198,"score_gpt":0.44359830344362705,"score_spread":0.16513358433842906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389745637","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":[0.8957691,0.00027318986,0.0067011877,0.0031951144,0.00026675413,0.0024428663,0.0000054500115,0.0007309647,0.09061535],"genre_scores_gemma":[0.9855699,0.00081778684,0.008730021,0.000070674185,0.0001417297,0.00008798596,0.00014764388,0.000028233308,0.0044060126],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9405763,0.05729034,0.0003838485,0.00024323008,0.00079565693,0.00071058376],"domain_scores_gemma":[0.9847824,0.0126075735,0.00018025943,0.0010855345,0.0011139066,0.00023031175],"candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.042135384,0.00016469491,0.0002011856,0.00031702605,0.08218827,0.0004124991,0.0012680561,0.00017831074,0.00014065356],"category_scores_gemma":[0.00031586463,0.00014317354,0.000053719777,0.0015319166,0.0010899223,0.00082229276,0.0000080490145,0.002946508,0.0006766138],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050672228,0.00015436536,0.0002352866,0.000020154142,0.000025345202,0.0000012928817,0.93813264,0.000043348347,0.000050154158,0.059415393,0.000869761,0.0010015755],"study_design_scores_gemma":[0.00077180867,0.0009538414,0.0071434453,0.00019636427,0.00003180201,0.000008596708,0.7551881,0.00051474915,0.00022514569,0.057602577,0.17685156,0.00051201315],"about_ca_topic_score_codex":0.07928887,"about_ca_topic_score_gemma":0.25655726,"teacher_disagreement_score":0.18294455,"about_ca_system_score_codex":0.00059951574,"about_ca_system_score_gemma":0.008271298,"threshold_uncertainty_score":0.9993537},"labels":[],"label_agreement":null}]}