{"meta":{"query_hash":"3bf39cb9869e","filters":{"venue":"Digital Age in Semiotics & Communication"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"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/3bf39cb9869e","api":"https://metacan.xera.ac/api/v1/cohort?venue=Digital+Age+in+Semiotics+%26+Communication"},"results":[{"id":"W4408543719","doi":"10.33919/dasc.24.7.8","title":"The mythical and technomagic aquatic metaphors of digital aesthetics as a semiotic empowerment of the female, oneiric, and translucent imaginary in the techno-art","year":2024,"lang":"en","type":"article","venue":"Digital Age in Semiotics & Communication","topic":"Digital Storytelling and Education","field":"Health Professions","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":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"The Imaginary; Semiotics; Empowerment; Aesthetics; Art; Sociology; Epistemology; Psychoanalysis; Psychology; Philosophy; Political science","score_opus":0.028549856220949795,"score_gpt":0.3512644390331336,"score_spread":0.3227145828121838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408543719","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":[0.09172435,0.0065053934,0.08761945,0.019188356,0.0011723877,0.00006259652,0.00006110881,0.00016387101,0.79350245],"genre_scores_gemma":[0.9628407,0.0015328809,0.005288285,0.0010059081,0.0003023629,0.00007698082,0.000017910299,0.00007596651,0.028859098],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9983126,0.0011010842,0.000034778113,0.00010006114,0.0003370712,0.00011446919],"domain_scores_gemma":[0.9988588,0.0007367408,0.00009424042,0.00014240712,0.00007938973,0.00008847152],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015789429,0.00048634558,0.00020524707,0.0014597317,0.0034571195,0.008086583,0.0006277918,0.0014903467,0.0040047374],"category_scores_gemma":[0.0027839139,0.00013993664,0.00030397653,0.00081314106,0.03974593,0.0058659837,0.0046793763,0.0020439287,0.00052672706],"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":[0.000009145923,0.0000052655837,0.000112176735,0.000050628507,0.0000015250157,0.00012436246,0.02182247,0.00008430141,0.00041110098,0.9725937,0.00090057787,0.0038848035],"study_design_scores_gemma":[0.000022264228,0.000080893915,0.00071484555,0.00039720684,0.000013705688,0.0019589057,0.06392886,0.0010996248,0.0020447813,0.40326563,0.5264441,0.00002908431],"about_ca_topic_score_codex":0.00069763866,"about_ca_topic_score_gemma":0.0008967833,"teacher_disagreement_score":0.008086583,"about_ca_system_score_codex":0.0020165192,"about_ca_system_score_gemma":0.0011655744,"threshold_uncertainty_score":0.014630914},"labels":[],"label_agreement":null},{"id":"W7162095187","doi":"10.33919/dasc.25.8.9","title":"Needle in a needle stack: How AI causes semiotic inflation which causes experiential devaluation","year":2025,"lang":"","type":"article","venue":"Digital Age in Semiotics & Communication","topic":"Language and cultural evolution","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":"Kwantlen Polytechnic University","funders":"Universitatea din București","keywords":"Semiotics; Sign (mathematics); Omnipresence; Experiential learning; Generative grammar; Natural (archaeology); Revenue; Devaluation","score_opus":0.02564727669711464,"score_gpt":0.329477729742942,"score_spread":0.30383045304582734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7162095187","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":[0.1946158,0.002318523,0.21820125,0.07718886,0.0016273666,0.00018112952,0.00044768295,0.002480664,0.5029388],"genre_scores_gemma":[0.9539727,0.0004241004,0.020139698,0.003515267,0.00015352987,0.000109761146,0.0001282543,0.00066853035,0.020888217],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9971343,0.0013253915,0.00008719482,0.00047468234,0.00061023934,0.0003681241],"domain_scores_gemma":[0.99210125,0.004071229,0.00062918,0.0015805806,0.00087718136,0.0007405666],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032847764,0.0005775862,0.00043520305,0.0012934154,0.0034882063,0.008891129,0.001507788,0.0028900083,0.018054586],"category_scores_gemma":[0.020818327,0.00057987525,0.00093546737,0.0006830645,0.016754763,0.0116373915,0.006869462,0.0051822937,0.00248097],"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":[0.00015089438,0.00008078559,0.003476232,0.00011673679,0.00004488285,0.0009103447,0.017949605,0.002290292,0.0040366915,0.94170475,0.007835932,0.021402877],"study_design_scores_gemma":[0.000044986034,0.00005196565,0.0017920474,0.0000935379,0.00003541283,0.0005834523,0.0050145364,0.008955009,0.0028089834,0.9332123,0.047338996,0.00006877322],"about_ca_topic_score_codex":0.0029042515,"about_ca_topic_score_gemma":0.0018396046,"teacher_disagreement_score":0.018054586,"about_ca_system_score_codex":0.0026526444,"about_ca_system_score_gemma":0.0017015687,"threshold_uncertainty_score":0.06039858},"labels":[],"label_agreement":null}]}