{"meta":{"query_hash":"750173be565c","filters":{"venue":"National Conference on the Beginning Design Student"},"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/750173be565c","api":"https://metacan.xera.ac/api/v1/cohort?venue=National+Conference+on+the+Beginning+Design+Student"},"results":[{"id":"W2918713979","doi":"","title":"Leveraging Diversity in the Studio Classroom: Helping beginning design students draw on their own histories to develop unique approaches to making and learning","year":2018,"lang":"en","type":"article","venue":"National Conference on the Beginning Design Student","topic":"Creativity in Education and Neuroscience","field":"Psychology","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":"Ontario College of Art and Design","funders":"","keywords":"Diversity (politics); Curriculum; Reflection (computer programming); Engineering ethics; Pedagogy; Point (geometry); Mathematics education; Focus (optics); Design studio; Studio; Sociology; Psychology; Computer science; Engineering","score_opus":0.529065157894075,"score_gpt":0.4162051395121042,"score_spread":0.11286001838197085,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2918713979","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5446385,0.0030776267,0.26024866,0.017280342,0.00060510705,0.000328047,0.000046100653,0.0008591103,0.17291658],"genre_scores_gemma":[0.8409318,0.0016904903,0.1318548,0.0022776518,0.00010822445,0.00021291473,0.00007685249,0.00019747888,0.022649735],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9954715,0.0029502593,0.000117047224,0.00047696367,0.00058821397,0.00039601285],"domain_scores_gemma":[0.9886827,0.006106471,0.0006797001,0.0013794968,0.0004936235,0.0026579646],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00937331,0.00059905805,0.00057286315,0.0017062107,0.004136081,0.008971559,0.0016381643,0.0015950022,0.0038491425],"category_scores_gemma":[0.012866606,0.0006568171,0.0006682325,0.0004938483,0.009080879,0.009110231,0.015078468,0.0045058383,0.0013353544],"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":[0.0001531989,0.001000963,0.014748576,0.0005204016,0.00003961446,0.0013047478,0.5399372,0.0013394839,0.011943162,0.1004609,0.012258803,0.3162929],"study_design_scores_gemma":[0.00014092137,0.0011257654,0.007192022,0.0013219571,0.00007910968,0.0052098464,0.20982206,0.003298644,0.008802265,0.3293826,0.43343493,0.00018971799],"about_ca_topic_score_codex":0.00026618358,"about_ca_topic_score_gemma":0.0011410948,"teacher_disagreement_score":0.00937331,"about_ca_system_score_codex":0.0012238742,"about_ca_system_score_gemma":0.0034806628,"threshold_uncertainty_score":0.049571395},"labels":[],"label_agreement":null},{"id":"W2949800873","doi":"","title":"Transmedial Time Constructs: Four Causes for Accidents in the Making","year":2018,"lang":"en","type":"article","venue":"National Conference on the Beginning Design Student","topic":"Architecture and Computational Design","field":"Engineering","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":"Carleton University","funders":"","keywords":"Representation (politics); Architecture; Aesthetics; Visual arts; Character (mathematics); Urbanism; Process (computing); Sociology; Art; Computer science; Political science; Law","score_opus":0.10594334390693641,"score_gpt":0.32727849048230206,"score_spread":0.22133514657536565,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2949800873","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49849996,0.0055203014,0.15274176,0.058238316,0.0014270396,0.00021100073,0.00026487463,0.001257318,0.28183937],"genre_scores_gemma":[0.9846683,0.00047921593,0.0058938893,0.0004848158,0.00009858162,0.000050572035,0.000053535678,0.00021589102,0.008055158],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9898281,0.0043089367,0.000434898,0.0013144923,0.0026563127,0.0014571414],"domain_scores_gemma":[0.9807866,0.0072780144,0.0022829415,0.0050000097,0.0029813289,0.0016710586],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.010599977,0.0009475224,0.00052102405,0.0042348336,0.012403605,0.016781477,0.003343943,0.0040661944,0.008796795],"category_scores_gemma":[0.019934433,0.0009940834,0.00091352756,0.0025918235,0.066998705,0.020992775,0.011765844,0.007460481,0.0013384351],"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":[0.00012745475,0.000048915725,0.0048998646,0.00006560971,0.000011068324,0.0007833823,0.19188581,0.00053234416,0.00028432507,0.77794534,0.0042717066,0.019144205],"study_design_scores_gemma":[0.0000346668,0.00006930163,0.003005187,0.00020054544,0.000026680525,0.0014676739,0.21438654,0.00227675,0.0014839007,0.6452076,0.13173375,0.00010743417],"about_ca_topic_score_codex":0.008412906,"about_ca_topic_score_gemma":0.0059051737,"teacher_disagreement_score":0.016781477,"about_ca_system_score_codex":0.00803013,"about_ca_system_score_gemma":0.0043838746,"threshold_uncertainty_score":0.058262944},"labels":[],"label_agreement":null},{"id":"W2950310209","doi":"","title":"The Final Review is a Space and Time of Performance: Implications and Alternatives","year":2018,"lang":"en","type":"review","venue":"National Conference on the Beginning Design Student","topic":"Design Education and Practice","field":"Engineering","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 Waterloo","funders":"","keywords":"Studio; Architecture; Event (particle physics); Process (computing); Space (punctuation); Architectural engineering; Computer science; Sociology; Visual arts; Mathematics education; Engineering; Psychology; Art; Programming language; Telecommunications","score_opus":0.236371427477544,"score_gpt":0.4183452024840292,"score_spread":0.18197377500648518,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2950310209","genre_codex":"commentary","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002167556,0.28606853,0.006835643,0.53321034,0.15343705,0.0018500469,0.00067283446,0.00026639417,0.015491638],"genre_scores_gemma":[0.10209429,0.35114378,0.07343729,0.3541028,0.07097987,0.013628742,0.0015173547,0.00079435983,0.032301582],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.75146544,0.14224164,0.042131603,0.0074722436,0.050980307,0.0057087447],"domain_scores_gemma":[0.24455552,0.38874367,0.044868737,0.028304236,0.28268257,0.010845265],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.25903532,0.0016588507,0.0050074304,0.0107272,0.0065678577,0.027501892,0.0059329616,0.01454874,0.010124479],"category_scores_gemma":[0.65128905,0.0019296638,0.0038133364,0.01010896,0.013636406,0.02209182,0.0064735166,0.009640037,0.0042695883],"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":[0.00064558734,0.00012813277,0.0011798263,0.07882758,0.0008928515,0.0010834235,0.0059406753,0.00038937054,0.00080274104,0.090384476,0.59273744,0.22698794],"study_design_scores_gemma":[0.00025936408,0.00021933595,0.0019033924,0.12070958,0.00091950886,0.0006524499,0.0074873273,0.000275682,0.00046930654,0.034905918,0.8320182,0.00018006141],"about_ca_topic_score_codex":0.0076831235,"about_ca_topic_score_gemma":0.019439865,"teacher_disagreement_score":0.25903532,"about_ca_system_score_codex":0.014305044,"about_ca_system_score_gemma":0.052453984,"threshold_uncertainty_score":0.91374135},"labels":[],"label_agreement":null},{"id":"W2950740918","doi":"","title":"Time and Narrative","year":2018,"lang":"en","type":"article","venue":"National Conference on the Beginning Design Student","topic":"Digital Games and Media","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 Waterloo","funders":"","keywords":"Geolocation; Narrative; Computer science; World Wide Web; Leverage (statistics); The arts; Workflow; Multimedia; Internet privacy; Data science; Visual arts; Artificial intelligence; Art","score_opus":0.10651805295887232,"score_gpt":0.37549961761715345,"score_spread":0.26898156465828116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2950740918","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006693771,0.003331166,0.0061457315,0.023214422,0.004739152,0.00015468021,0.0005070419,0.00017138316,0.9550426],"genre_scores_gemma":[0.2612751,0.003175946,0.0038307467,0.0080132,0.0015975035,0.00033789375,0.0006023768,0.0005239276,0.7206432],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99655885,0.0015849078,0.00013006528,0.00048574992,0.0007498475,0.0004905804],"domain_scores_gemma":[0.99726236,0.0006494556,0.0002276729,0.00041845115,0.0005379226,0.0009041032],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021309056,0.0007400136,0.00051953236,0.0013489518,0.010436706,0.012706241,0.0014615301,0.0021165,0.06759551],"category_scores_gemma":[0.008734094,0.00024021076,0.000496861,0.0013453497,0.012111843,0.0115484465,0.008034875,0.0044549797,0.017207244],"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":[0.0000532838,0.000030466439,0.00027279547,0.00011859175,0.0000056862455,0.00046477135,0.07851208,0.000110103145,0.00035422738,0.76848423,0.12439804,0.027195675],"study_design_scores_gemma":[0.0000020207133,0.0000073103315,0.00007741264,0.00009982395,0.0000010272785,0.00012977091,0.012294973,0.000021030548,0.000051577674,0.01634287,0.97096664,0.0000054790926],"about_ca_topic_score_codex":0.00400481,"about_ca_topic_score_gemma":0.0051558036,"teacher_disagreement_score":0.06759551,"about_ca_system_score_codex":0.004575193,"about_ca_system_score_gemma":0.0039946623,"threshold_uncertainty_score":0.22612953},"labels":[],"label_agreement":null},{"id":"W2954650685","doi":"","title":"Typographic Diversity in Early-Year Typography Studios","year":2018,"lang":"en","type":"article","venue":"National Conference on the Beginning Design Student","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":"Ontario College of Art and Design","funders":"","keywords":"Typography; Studio; Diversity (politics); Visual arts; Multimedia; Linguistics; Cultural diversity; Graphic design; Computer science; Sociology; Art; Anthropology","score_opus":0.1939001780150261,"score_gpt":0.3176727265847325,"score_spread":0.1237725485697064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2954650685","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95259404,0.00049881276,0.008408127,0.00030781972,0.00014551026,0.00018787467,0.00030396896,0.00017801719,0.03737592],"genre_scores_gemma":[0.97991586,0.00016626314,0.006400349,0.00007595214,0.000041997435,0.00012782411,0.0003787605,0.00020169749,0.012691202],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.97942334,0.01179026,0.0016474152,0.00218179,0.0033173978,0.0016397707],"domain_scores_gemma":[0.9038559,0.06280509,0.0050950614,0.011950347,0.009952412,0.0063412515],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.020079184,0.0004201817,0.0006681707,0.011311397,0.00592614,0.011385101,0.0015841434,0.0011003704,0.007941942],"category_scores_gemma":[0.05146132,0.00068180665,0.00043742178,0.0065868846,0.0031668204,0.0055452236,0.00881902,0.0017106037,0.0011682481],"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":[0.00069811445,0.000345439,0.1647937,0.00032334327,0.00004117609,0.002267259,0.6956878,0.0005822186,0.0059054294,0.016150514,0.0036609082,0.10954415],"study_design_scores_gemma":[0.00006697323,0.00056401175,0.17586799,0.00091858965,0.00004296641,0.004312179,0.6206939,0.0028156948,0.006688707,0.02128532,0.16651139,0.00023232396],"about_ca_topic_score_codex":0.0012158887,"about_ca_topic_score_gemma":0.006356344,"teacher_disagreement_score":0.020079184,"about_ca_system_score_codex":0.0019717293,"about_ca_system_score_gemma":0.0020951033,"threshold_uncertainty_score":0.106190145},"labels":[],"label_agreement":null}]}