{"meta":{"query_hash":"f082b150bf3a","filters":{"venue":"Communications Media Design"},"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/f082b150bf3a","api":"https://metacan.xera.ac/api/v1/cohort?venue=Communications+Media+Design"},"results":[{"id":"W2736517774","doi":"10.17323/cmd.2016.4478","title":"Медиаграмотность в России: картография проблемных зон","year":2016,"lang":"ru","type":"article","venue":"Communications Media Design","topic":"Educational Innovations and Challenges","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":"Population; Media literacy; Index (typography); Mass media; Mathematics education; Quarter (Canadian coin); Computer science; Statistics; Psychology; Geography; Advertising; Mathematics; Sociology; Pedagogy; Demography; World Wide Web; Business","score_opus":0.24186866626501863,"score_gpt":0.3402211559744328,"score_spread":0.09835248970941418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2736517774","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009711768,0.017754484,0.6740138,0.2902015,0.0024802762,0.0007623864,0.00008109568,0.00039611445,0.013339166],"genre_scores_gemma":[0.7470116,0.017144548,0.22873525,0.0014487681,0.0005937109,0.00041099382,0.00005481025,0.00007381379,0.0045265155],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99587166,0.0010386653,0.00096295966,0.00076010113,0.000662675,0.00070394814],"domain_scores_gemma":[0.9844519,0.0058692964,0.00047173494,0.0076826476,0.0011829603,0.00034148686],"candidate_categories":["metaepi_narrow","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0017410745,0.00045651195,0.0004256641,0.00050617644,0.00094035076,0.0003423101,0.007344213,0.0003016493,0.00048746],"category_scores_gemma":[0.0006884652,0.00036625512,0.00016755192,0.0016647228,0.0009178674,0.0010492774,0.0015179167,0.00048036914,0.002963631],"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":[0.000016930426,0.00097207224,0.00021159407,0.000025642012,0.00013563142,0.0000041104036,0.0036875121,0.000009815957,0.001399944,0.7126338,0.08883983,0.19206314],"study_design_scores_gemma":[0.004369181,0.0009991977,0.030252239,0.002625873,0.00038270486,0.00018777097,0.008500842,0.017642831,0.007684991,0.21842307,0.70448816,0.004443142],"about_ca_topic_score_codex":0.000037675734,"about_ca_topic_score_gemma":0.00008079156,"teacher_disagreement_score":0.7460404,"about_ca_system_score_codex":0.0003143888,"about_ca_system_score_gemma":0.0012462918,"threshold_uncertainty_score":0.99987894},"labels":[],"label_agreement":null},{"id":"W2943477891","doi":"10.17323/cmd.2018.7728","title":"The Medium is the Mess-iah","year":2018,"lang":"en","type":"article","venue":"Communications Media Design","topic":"Media, Communication, and Education","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":"University of Toronto","funders":"","keywords":"Messiah; Medium term; Product (mathematics); Sociology; Media studies; Philosophy; Theology; Mathematics; Economics","score_opus":0.1788095307919416,"score_gpt":0.3993585795212923,"score_spread":0.2205490487293507,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2943477891","genre_codex":"commentary","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":[0.001594344,0.020299682,0.015696906,0.7463029,0.0046962374,0.0019119927,0.000010861926,0.0003835785,0.20910347],"genre_scores_gemma":[0.9339001,0.045021787,0.011789779,0.0027717317,0.0016165632,0.00054879393,0.000033132677,0.000029633557,0.0042884373],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9960891,0.0025620083,0.00033232165,0.00015787748,0.0004926146,0.0003660881],"domain_scores_gemma":[0.9854113,0.009110512,0.00019692129,0.0045076804,0.00061473297,0.00015886482],"candidate_categories":["sts","open_science"],"consensus_categories":["sts"],"category_scores_codex":[0.005525558,0.00011675467,0.00011158775,0.00005604677,0.007791133,0.00024817203,0.005730219,0.00010558745,0.0003117135],"category_scores_gemma":[0.0038961512,0.00007409325,0.00006360928,0.0007330142,0.0040298505,0.00021080335,0.000318423,0.0003350538,0.00070610247],"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":[0.00001163175,0.00010998896,0.00053887465,0.0000022343938,0.000043207092,5.736757e-8,0.43247527,5.311383e-7,0.00005534649,0.13512345,0.367209,0.064430445],"study_design_scores_gemma":[0.00008886966,0.000015504684,0.001591061,0.000016050575,0.00003085837,6.6589615e-7,0.03613289,0.00026248037,0.00019847733,0.029851701,0.93169934,0.000112095404],"about_ca_topic_score_codex":0.0008222719,"about_ca_topic_score_gemma":0.0051049376,"teacher_disagreement_score":0.9323058,"about_ca_system_score_codex":0.00012097533,"about_ca_system_score_gemma":0.0009860693,"threshold_uncertainty_score":0.9996492},"labels":[],"label_agreement":null},{"id":"W3213064484","doi":"10.17323/cmd.2018.7846","title":"Dedicated to the memory of Eric McLuhan (1942-2018) – esteemed friend and colleague","year":2018,"lang":"en","type":"article","venue":"Communications Media Design","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":true,"ca_institutions":"McMaster University","funders":"","keywords":"Privilege (computing); Media studies; Sociology; Literacy; Library science; Political science; Law; Pedagogy","score_opus":0.17446194616417984,"score_gpt":0.29068708399596305,"score_spread":0.1162251378317832,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3213064484","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":[0.5341272,0.026575496,0.013584715,0.07684501,0.010936829,0.008821258,0.0006206262,0.0009933906,0.32749552],"genre_scores_gemma":[0.9939551,0.00033460246,0.003467108,0.0005171891,0.00044542967,0.00011487564,0.000021060683,0.00002148527,0.0011231648],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990252,0.00023006431,0.00026527426,0.0001369472,0.00016889418,0.00017359381],"domain_scores_gemma":[0.9974272,0.0009984185,0.00010934309,0.001167965,0.00018409852,0.00011294338],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041846363,0.00011228169,0.00017643941,0.00010550318,0.00055268133,0.000057568686,0.00084623654,0.00003930275,0.00060156314],"category_scores_gemma":[0.00046031002,0.00007814499,0.00003296197,0.00015411068,0.0012534559,0.000073569376,0.0002587393,0.00012283861,0.00022099382],"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":[0.00011829061,0.00051887525,0.00015829095,0.00006124933,0.00022965606,0.0000023336322,0.48992267,0.000004764022,0.0033803666,0.097192906,0.3531248,0.055285797],"study_design_scores_gemma":[0.00060118176,0.0004002987,0.0013891115,0.00013915819,0.00011761743,0.0000050530903,0.026456416,0.0007851754,0.003115482,0.0018468383,0.96483713,0.000306519],"about_ca_topic_score_codex":0.00010586395,"about_ca_topic_score_gemma":0.0012886416,"teacher_disagreement_score":0.61171234,"about_ca_system_score_codex":0.000017666971,"about_ca_system_score_gemma":0.000072694434,"threshold_uncertainty_score":0.6586694},"labels":[],"label_agreement":null},{"id":"W4412924749","doi":"10.17323/cmd.2025.27511","title":"“Visual Renaissance”: A Review of Research on Visual Literacy","year":2025,"lang":"en","type":"article","venue":"Communications Media Design","topic":"Literacy, Media, and Education","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":"Legislative Assembly of Saskatchewan","funders":"","keywords":"The Renaissance; Visual literacy; Visual research; Visual rhetoric; Literacy; Visual arts; Psychology; Art; Mathematics education; Linguistics; Philosophy; Art history; Pedagogy; Rhetoric","score_opus":0.2607967388006773,"score_gpt":0.4806154000892232,"score_spread":0.21981866128854594,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412924749","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":[0.032517083,0.5565964,0.0024248145,0.066029005,0.008228083,0.005639301,0.00012225188,0.0005998434,0.32784322],"genre_scores_gemma":[0.94908434,0.040819474,0.002006033,0.0019620464,0.00052391615,0.00049751834,0.00026193104,0.000023224766,0.0048215073],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975711,0.0011279086,0.0005120485,0.00019708909,0.00035072575,0.0002411145],"domain_scores_gemma":[0.99305123,0.0042902837,0.00013087758,0.0014367108,0.0010168898,0.00007401865],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002141978,0.00012548314,0.00025880127,0.00046809876,0.000546968,0.00011374447,0.0009502575,0.000048559148,0.00069666543],"category_scores_gemma":[0.0018361118,0.00011013093,0.00007543634,0.00042315977,0.0007695894,0.0002610982,0.00016098093,0.00043409408,0.00020130097],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006914035,0.0014387949,0.00010691574,0.0029127363,0.00006978457,0.0000010070338,0.3106761,7.4163677e-7,0.000031558233,0.23389171,0.37560225,0.07519926],"study_design_scores_gemma":[0.00045968304,0.00027278365,0.0004110807,0.023108888,0.000081177364,0.00000108655,0.025949642,0.0005145151,0.00064087735,0.013627089,0.9346638,0.0002694158],"about_ca_topic_score_codex":0.00007315444,"about_ca_topic_score_gemma":0.000030587747,"teacher_disagreement_score":0.91656727,"about_ca_system_score_codex":0.00007835086,"about_ca_system_score_gemma":0.00040801204,"threshold_uncertainty_score":0.7627998},"labels":[],"label_agreement":null},{"id":"W7117577621","doi":"10.17323/cmd.2017.7051","title":"Following in the Footsteps of M. McLuhan: the Screen Culture in the Context of Industrial Civilisation","year":2017,"lang":"","type":"article","venue":"Communications Media Design","topic":"Media, Communication, and Education","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":"Popularity; Civilization; Interpretation (philosophy); Context (archaeology); Field (mathematics); Perspective (graphical); Popular culture","score_opus":0.3143229122892944,"score_gpt":0.39547252788182813,"score_spread":0.08114961559253375,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7117577621","genre_codex":"commentary","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":[0.279957,0.056414656,0.0026335712,0.5407329,0.0067590163,0.019285189,0.0001831885,0.00006534003,0.0939691],"genre_scores_gemma":[0.98676866,0.011363547,0.00067086384,0.00040778847,0.00030850744,0.00034356728,0.00008139382,0.000014112786,0.000041583015],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.98519367,0.011973552,0.0012034714,0.000243671,0.0010060921,0.00037956968],"domain_scores_gemma":[0.9798916,0.010234744,0.0014924827,0.007949899,0.00035320065,0.00007809223],"candidate_categories":["metaresearch","sts","open_science"],"consensus_categories":["sts"],"category_scores_codex":[0.017335033,0.00023533545,0.00044820644,0.0001789735,0.0028975077,0.00029348655,0.014552345,0.0003685328,0.000035239],"category_scores_gemma":[0.015269111,0.00014286871,0.0002179185,0.0010853297,0.0027761718,0.0006168009,0.00043848675,0.0011857395,0.000009385572],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003652327,0.0005627281,0.012590832,0.000013663099,0.000048714286,2.562098e-7,0.9202314,0.000011384205,0.000079617115,0.026548943,0.007593787,0.032282162],"study_design_scores_gemma":[0.0018430593,0.00013728128,0.045730844,0.0008819135,0.00028126157,0.0000015685007,0.9030539,0.001036441,0.00017357222,0.0138279665,0.032707613,0.00032459875],"about_ca_topic_score_codex":0.010057098,"about_ca_topic_score_gemma":0.024580983,"teacher_disagreement_score":0.7068116,"about_ca_system_score_codex":0.00014187378,"about_ca_system_score_gemma":0.0013107351,"threshold_uncertainty_score":0.9999377},"labels":[],"label_agreement":null}]}