{"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":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.039196815,0.0075987037,0.0249174,0.029701037,0.00095469796,0.00011755283,0.00041277066,0.00016416283,0.8969367],"genre_scores_gemma":[0.777805,0.008364531,0.023438154,0.0035739634,0.0006547896,0.0003186537,0.00043725598,0.00032466414,0.1850829],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9947777,0.0017343744,0.00021009229,0.00090555614,0.0016595112,0.0007127935],"domain_scores_gemma":[0.9949746,0.0017412796,0.0004641473,0.0005551957,0.001550842,0.00071400014],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0038514154,0.0006557285,0.00048343692,0.0021976994,0.0063729035,0.015261738,0.0012472728,0.0031847884,0.03259642],"category_scores_gemma":[0.009603945,0.00059531257,0.0007287692,0.0021862679,0.010132597,0.008100632,0.004032631,0.003479411,0.007823366],"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":[0.000053115335,0.000043485554,0.00224867,0.00017018188,0.00001796138,0.00034468094,0.01169817,0.0003745444,0.0005382071,0.9319581,0.013638535,0.038914457],"study_design_scores_gemma":[0.000031006333,0.00005439125,0.0063640834,0.0005941668,0.000050913248,0.000577832,0.016618513,0.00096637144,0.001337906,0.39795795,0.57536125,0.00008564782],"about_ca_topic_score_codex":0.014051323,"about_ca_topic_score_gemma":0.016777229,"teacher_disagreement_score":0.03259642,"about_ca_system_score_codex":0.0074306508,"about_ca_system_score_gemma":0.01064938,"threshold_uncertainty_score":0.10904586},"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":"other","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.044150077,0.019671818,0.040409688,0.13943192,0.0050289924,0.00009985124,0.00013001465,0.00037862468,0.750699],"genre_scores_gemma":[0.84207475,0.005626217,0.009870237,0.02132154,0.0017454872,0.00015870767,0.00004552006,0.00030056166,0.118857004],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.997285,0.0014249464,0.00008640202,0.0003757534,0.0005995413,0.00022827619],"domain_scores_gemma":[0.9979759,0.0010191645,0.0002183541,0.0002913314,0.000266488,0.00022880563],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026678615,0.00061694684,0.00032778174,0.0013150552,0.0056469077,0.011228757,0.0006555254,0.0026852372,0.0071822996],"category_scores_gemma":[0.0065735844,0.00029973465,0.00032846088,0.0007472311,0.028295176,0.013226705,0.006827983,0.0046582837,0.0021176222],"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":[0.000023072522,0.00000650361,0.0002214959,0.00005557946,0.000003666863,0.00006002894,0.019031629,0.00003193091,0.0003069678,0.9592654,0.01052407,0.0104695875],"study_design_scores_gemma":[0.000013576657,0.00005384153,0.00050658634,0.00024559206,0.000010835678,0.00023538622,0.014305832,0.00015423306,0.00077408535,0.17376329,0.8099062,0.000030623054],"about_ca_topic_score_codex":0.0025465046,"about_ca_topic_score_gemma":0.0029844262,"teacher_disagreement_score":0.011228757,"about_ca_system_score_codex":0.0040225564,"about_ca_system_score_gemma":0.0016453132,"threshold_uncertainty_score":0.029185832},"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":"editorial","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004176076,0.115864955,0.005384998,0.3386832,0.42418343,0.00009917262,0.0011577014,0.001129046,0.10932142],"genre_scores_gemma":[0.03199872,0.025190936,0.0028787185,0.058990065,0.08891444,0.00011598237,0.00044269115,0.0015292506,0.7899392],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989423,0.00030706148,0.00004050605,0.00021994371,0.00038581336,0.00010436107],"domain_scores_gemma":[0.9950814,0.00080623763,0.00035873384,0.0002222679,0.002061008,0.0014704433],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013270305,0.0010196981,0.0008454399,0.0012585393,0.0051116818,0.00507882,0.000870192,0.001312667,0.043528497],"category_scores_gemma":[0.008463879,0.0003559564,0.00040603007,0.0007929429,0.0021062414,0.0036166334,0.00344504,0.005915901,0.034729853],"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":[0.000021079995,0.000005854787,0.0001257732,0.00005898898,0.000003920789,0.00009283305,0.0008984239,0.000014496431,0.00019561917,0.001242221,0.97948736,0.017853487],"study_design_scores_gemma":[0.0000010669418,0.0000056869953,0.00013759156,0.000061777246,0.0000018531786,0.00017936529,0.00060501334,0.000013564048,0.00008643366,0.00034272284,0.99855834,0.000006492015],"about_ca_topic_score_codex":0.0038753983,"about_ca_topic_score_gemma":0.00876374,"teacher_disagreement_score":0.043528497,"about_ca_system_score_codex":0.0017027314,"about_ca_system_score_gemma":0.0015987669,"threshold_uncertainty_score":0.1456173},"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":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005230725,0.9975406,0.00010984598,0.0007041596,0.00023106899,0.0000058219457,0.000012104689,0.0000036344138,0.00086972595],"genre_scores_gemma":[0.0055982815,0.9930506,0.00026740963,0.00060417404,0.00020202702,0.000019388423,0.00002738705,0.000004540525,0.00022618011],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973816,0.0012300012,0.0004921795,0.00022367497,0.000547987,0.00012450063],"domain_scores_gemma":[0.9846911,0.0122826,0.0013084899,0.00020789682,0.0012643253,0.00024557093],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0037715144,0.00074568955,0.0014859608,0.013223506,0.0008521106,0.003739765,0.0009000889,0.0017095724,0.004122999],"category_scores_gemma":[0.013470113,0.0004086835,0.00090845587,0.014131685,0.003089185,0.0060445964,0.0018858704,0.0014299871,0.0004893232],"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":[0.00010194442,0.00007845251,0.002110019,0.16460603,0.0002931457,0.00048165632,0.006937958,0.00019888589,0.00040500853,0.017909622,0.028485518,0.77839184],"study_design_scores_gemma":[0.000018915576,0.00016570846,0.00941952,0.3197685,0.00044053246,0.0023535835,0.010244851,0.00008592981,0.00025822656,0.005061234,0.6521362,0.00004677607],"about_ca_topic_score_codex":0.00559351,"about_ca_topic_score_gemma":0.00878157,"teacher_disagreement_score":0.013223506,"about_ca_system_score_codex":0.0021221745,"about_ca_system_score_gemma":0.0061117066,"threshold_uncertainty_score":0.01994592},"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":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.032271378,0.06640007,0.017053394,0.69921184,0.0069697113,0.00008035552,0.00012650937,0.0001261364,0.1777606],"genre_scores_gemma":[0.72723913,0.04347896,0.015943846,0.122625895,0.0037998562,0.00022729306,0.000056320125,0.0002083673,0.08642031],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983729,0.0009010617,0.00004250313,0.0001904909,0.00038317806,0.00010982917],"domain_scores_gemma":[0.99742186,0.0016148511,0.0002098681,0.00008896703,0.00046107158,0.00020334637],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014128953,0.00043225285,0.00035486996,0.0015873474,0.0066426704,0.008552522,0.001300187,0.004336988,0.0033450746],"category_scores_gemma":[0.004222684,0.00017095312,0.0002505422,0.0012876238,0.012821993,0.008782878,0.003533505,0.0055126874,0.0008811854],"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":[0.00003554044,0.000033598473,0.00090950384,0.00023588864,0.000010656286,0.00026736775,0.06697997,0.000083523104,0.00043025124,0.8307001,0.06059223,0.039721414],"study_design_scores_gemma":[0.000013966637,0.00007108236,0.0030200745,0.0010751715,0.000015046105,0.000639568,0.04417266,0.0004049257,0.0011160297,0.23280703,0.71659493,0.000069480186],"about_ca_topic_score_codex":0.03124611,"about_ca_topic_score_gemma":0.06044096,"teacher_disagreement_score":0.03124611,"about_ca_system_score_codex":0.0044343295,"about_ca_system_score_gemma":0.004403912,"threshold_uncertainty_score":0.062128484},"labels":[],"label_agreement":null}]}