{"meta":{"query_hash":"819c0755815d","filters":{"venue":"Proceedings of DRS"},"cohort_total":70,"direct_labels_cover":0,"predictions_cover":70,"exported":70,"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/819c0755815d","api":"https://metacan.xera.ac/api/v1/cohort?venue=Proceedings+of+DRS"},"results":[{"id":"W2127755886","doi":"10.21606/drs.2006.43","title":"Revisiting Philosophy and Education in Landscape Architecture","year":2006,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Environmental Philosophy and Ethics","field":"Environmental Science","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 Manitoba","funders":"","keywords":"Landscape architecture; Architecture; Context (archaeology); Landscape design; Salient; Philosophy of design; Work (physics); Sociology; Computer science; Engineering; Geography; Philosophy education; Civil engineering; Archaeology; Social science; Artificial intelligence","score_opus":0.005521778780050411,"score_gpt":0.20757223701327068,"score_spread":0.20205045823322026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2127755886","genre_codex":"commentary","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":[0.070382886,0.045942597,0.05781786,0.4421808,0.0032645669,0.000045323522,0.00002419593,0.000106175255,0.38023555],"genre_scores_gemma":[0.9136509,0.021475114,0.013558543,0.023702728,0.0011189282,0.00006265939,0.000019534173,0.000069703696,0.026341876],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9917026,0.0064491993,0.00017216588,0.0002921914,0.0010136929,0.00037015657],"domain_scores_gemma":[0.9924609,0.00546695,0.00037411772,0.00038575393,0.0009489405,0.0003633767],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01037855,0.00031160057,0.00039097606,0.0015679693,0.004095158,0.007038889,0.00096436375,0.003380188,0.0027263267],"category_scores_gemma":[0.0068726866,0.0002255733,0.00040264698,0.0012025894,0.04009413,0.008015011,0.0054029273,0.0066330205,0.00042691943],"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":[0.000003749014,0.000020465672,0.00027693473,0.00007653698,0.0000027411531,0.00006773097,0.010124969,0.0004215954,0.00011148253,0.97561634,0.0030623246,0.010215189],"study_design_scores_gemma":[0.0000086125065,0.00003090405,0.0005242542,0.000326372,0.0000039336246,0.00011700466,0.011724258,0.0011624474,0.00017695318,0.7949867,0.19092739,0.000011100711],"about_ca_topic_score_codex":0.0054515726,"about_ca_topic_score_gemma":0.00681991,"teacher_disagreement_score":0.01037855,"about_ca_system_score_codex":0.0072977883,"about_ca_system_score_gemma":0.008047472,"threshold_uncertainty_score":0.054887712},"labels":[],"label_agreement":null},{"id":"W2131727541","doi":"10.21606/drs.2006.106","title":"Transferability – A Wonder on the Ground of Design Research","year":2006,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Artistic and Creative Research","field":"Arts and Humanities","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Explication; Generalizability theory; Wonder; Transferability; Computer science; Theme (computing); Subject (documents); Architecture; Research design; Common ground; Management science; Data science; Epistemology; Sociology; Engineering; Psychology; World Wide Web; Social science","score_opus":0.22317005638322598,"score_gpt":0.3357304576790589,"score_spread":0.11256040129583292,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2131727541","genre_codex":"methods","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":[0.034354404,0.0086536575,0.72623855,0.12533014,0.0018531136,0.0011231687,0.00014280401,0.0010152018,0.10128895],"genre_scores_gemma":[0.849871,0.0028463225,0.12679112,0.009664049,0.0014219871,0.003339357,0.00013663324,0.00070933864,0.0052201846],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.59614503,0.33318698,0.010245861,0.023066195,0.033252563,0.0041033775],"domain_scores_gemma":[0.45031136,0.4149104,0.008916857,0.10805611,0.014976989,0.0028283107],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3375372,0.0020341354,0.003902637,0.0065606125,0.007307567,0.0279427,0.007816488,0.009392772,0.010934538],"category_scores_gemma":[0.37665212,0.0021543887,0.0033750962,0.0036478876,0.09962838,0.07760585,0.022820754,0.015338002,0.0017361499],"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":[0.000101841535,0.00014360847,0.0010451971,0.00062481064,0.00012398764,0.000071009505,0.01585238,0.00096982793,0.00035833113,0.93439823,0.0014212382,0.044889674],"study_design_scores_gemma":[0.00012950391,0.00018084412,0.00029236503,0.0004364235,0.00003182034,0.00010500547,0.0033106038,0.0017101684,0.00045454453,0.9813665,0.01194938,0.00003281427],"about_ca_topic_score_codex":0.0014739141,"about_ca_topic_score_gemma":0.0004834634,"teacher_disagreement_score":0.3375372,"about_ca_system_score_codex":0.011694466,"about_ca_system_score_gemma":0.008824282,"threshold_uncertainty_score":0.8169346},"labels":[],"label_agreement":null},{"id":"W2200894201","doi":"10.21606/drs.2002.65","title":"A comparative study of iconic influences amongst British and Canadian design students","year":2002,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Design Education and Practice","field":"Engineering","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":"Artifact (error); Context (archaeology); Variety (cybernetics); Curriculum; Design education; Mathematics education; Computer science; Pedagogy; Psychology; Visual arts; Artificial intelligence","score_opus":0.043740894522912264,"score_gpt":0.27921211594319395,"score_spread":0.23547122142028168,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2200894201","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":[0.993034,0.0002784384,0.00019420475,0.0001321442,0.000009757655,0.000026515836,0.00003550956,0.0000061843875,0.0062831654],"genre_scores_gemma":[0.99342704,0.00044687095,0.0003658496,0.000113340866,0.0000039171105,0.00001712845,0.00005925611,0.000009997427,0.005556564],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9957123,0.000689017,0.00016557585,0.00036631039,0.0018797547,0.0011871117],"domain_scores_gemma":[0.99215853,0.0020904206,0.00051652617,0.0002392848,0.0032579806,0.0017372366],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0031166612,0.0005423912,0.00075251836,0.0045531304,0.012508545,0.0056069517,0.0011815081,0.0009827899,0.0040928503],"category_scores_gemma":[0.009621431,0.0006601872,0.00030304215,0.006305189,0.006311092,0.0009986322,0.0026675037,0.0012655413,0.00046309576],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012482009,0.00013007264,0.05038901,0.00010007018,0.000009998638,0.00036152024,0.9159221,0.000045438905,0.001954455,0.0011976925,0.0007209741,0.029043864],"study_design_scores_gemma":[0.000011313608,0.00023450359,0.16986036,0.00010210136,0.000024675892,0.00045707403,0.803034,0.00021849551,0.0009356007,0.00021914198,0.024828698,0.00007409262],"about_ca_topic_score_codex":0.8892101,"about_ca_topic_score_gemma":0.9545949,"teacher_disagreement_score":0.110789895,"about_ca_system_score_codex":0.01939901,"about_ca_system_score_gemma":0.02073346,"threshold_uncertainty_score":0.22288465},"labels":[],"label_agreement":null},{"id":"W2513492709","doi":"10.21606/drs.2016.467","title":"Design Tools for Enhanced New Product Development in Low Income Economies","year":2016,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Trent University; Nottingham Trent University","keywords":"Government (linguistics); Poverty; Product (mathematics); New product development; Order (exchange); Product design; Business; Stove; Marketing; Industrial organization; Engineering; Economics; Economic growth; Finance","score_opus":0.02982585527114006,"score_gpt":0.22473271625036526,"score_spread":0.1949068609792252,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2513492709","genre_codex":"methods","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":[0.05811676,0.0006999617,0.8820657,0.0019797555,0.00012137196,0.0015098741,0.0003059461,0.0054891687,0.049711414],"genre_scores_gemma":[0.088396944,0.00051232026,0.9027836,0.00016179556,0.00001409481,0.00090486027,0.0002604795,0.00034817087,0.0066178334],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9954857,0.00265548,0.00042129587,0.00023038527,0.0010003234,0.00020678561],"domain_scores_gemma":[0.98776245,0.008699856,0.0009238189,0.0011849977,0.0011064181,0.00032251366],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009055751,0.0011857671,0.00040875791,0.0032864362,0.00091545325,0.00415547,0.0015297761,0.001119197,0.007876002],"category_scores_gemma":[0.017337887,0.0007434793,0.0007201912,0.0012925927,0.0012706062,0.004866438,0.0033434473,0.0011815373,0.0019474854],"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":[0.0002948362,0.0013177086,0.006460351,0.0030776947,0.000075170436,0.0025750983,0.044775587,0.02014399,0.024051942,0.12341327,0.021154413,0.75266],"study_design_scores_gemma":[0.00030033244,0.00094815524,0.005859783,0.0031504736,0.00012374858,0.0027136258,0.019220456,0.06427943,0.023046365,0.12401615,0.75613475,0.0002066679],"about_ca_topic_score_codex":0.00042690645,"about_ca_topic_score_gemma":0.00092835835,"teacher_disagreement_score":0.009055751,"about_ca_system_score_codex":0.0010762675,"about_ca_system_score_gemma":0.0018569265,"threshold_uncertainty_score":0.047891974},"labels":[],"label_agreement":null},{"id":"W2612530002","doi":"10.21606/drs.2016.284","title":"Exploring framing within a team of industrial design students","year":2016,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Design Education and Practice","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Cognitive reframing; Framing (construction); Co-design; Collaborative design; Participatory design; Industrial design; Computer science; Engineering; Knowledge management; Psychology; Social psychology; Systems engineering; Task (project management)","score_opus":0.17008100458824435,"score_gpt":0.2885429501992042,"score_spread":0.11846194561095982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2612530002","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":[0.9774571,0.00019493874,0.013311168,0.0016869544,0.000057339927,0.00008832777,0.000008519576,0.00007755473,0.0071181157],"genre_scores_gemma":[0.9939202,0.00009834493,0.0030915493,0.00019367307,0.0000193777,0.000048683112,0.000012150147,0.00003535201,0.0025806276],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.97378135,0.018849937,0.0005079387,0.0021175758,0.0022668894,0.0024763441],"domain_scores_gemma":[0.9721672,0.014665243,0.0031403897,0.0021025608,0.0031188317,0.004805678],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.017496413,0.0011620235,0.0008258605,0.00375271,0.012398629,0.017836897,0.0028766762,0.0045341062,0.0029686831],"category_scores_gemma":[0.033193845,0.0011754906,0.00095476356,0.0012382051,0.015270454,0.0070256568,0.012542758,0.006198374,0.0008886441],"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":[0.00005925629,0.00029650505,0.009045088,0.00004365819,0.000018335204,0.0009215955,0.9665031,0.00030561796,0.0017980973,0.005779396,0.00046452216,0.014764772],"study_design_scores_gemma":[0.000045589346,0.00031387815,0.003361979,0.00011370266,0.00003448088,0.0008422182,0.9474971,0.0029563627,0.002278019,0.009122379,0.033326555,0.00010773944],"about_ca_topic_score_codex":0.0026232218,"about_ca_topic_score_gemma":0.0022939786,"teacher_disagreement_score":0.017836897,"about_ca_system_score_codex":0.0045408104,"about_ca_system_score_gemma":0.0035444484,"threshold_uncertainty_score":0.092530966},"labels":[],"label_agreement":null},{"id":"W2903779322","doi":"10.21606/drs.2018.578","title":"Using Design Competencies to Define Curricula and Support Learners","year":2018,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Design Education and Practice","field":"Engineering","cited_by":14,"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; Beef Farmers of Ontario","funders":"","keywords":"Curriculum; Computer science; Set (abstract data type); Core competency; Design elements and principles; Design education; Visualization; Mathematics education; Knowledge management; Software engineering; Psychology; Pedagogy; Artificial intelligence; Programming language","score_opus":0.058218667815706664,"score_gpt":0.29165049642827395,"score_spread":0.23343182861256728,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2903779322","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":[0.3478138,0.0011723421,0.3136955,0.0077456515,0.00016704552,0.00079521677,0.00018784494,0.0005857815,0.32783678],"genre_scores_gemma":[0.796296,0.00043760074,0.18657039,0.0005667005,0.0000143082425,0.0004884823,0.00016325674,0.000096083495,0.015367177],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9935534,0.0036914821,0.00041019422,0.00055650674,0.0011954918,0.00059291377],"domain_scores_gemma":[0.99066025,0.004904717,0.00084323186,0.0012167658,0.0014609945,0.0009141192],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0076664193,0.00052412925,0.00027231604,0.0023525278,0.0017038828,0.006349686,0.0012757854,0.001471121,0.00584848],"category_scores_gemma":[0.020220716,0.0002819155,0.00037294492,0.0007478683,0.003555493,0.006724499,0.0057888683,0.0017806311,0.0010760506],"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":[0.000027516136,0.00058411574,0.017859533,0.0004938887,0.000020265885,0.0002085591,0.07621905,0.0037185033,0.0037961174,0.5555764,0.004219791,0.33727622],"study_design_scores_gemma":[0.00007586832,0.00033585122,0.0165239,0.0018908998,0.000053976564,0.0007731502,0.11688865,0.015544965,0.016705755,0.30823252,0.5228282,0.00014627085],"about_ca_topic_score_codex":0.003393981,"about_ca_topic_score_gemma":0.004019784,"teacher_disagreement_score":0.0076664193,"about_ca_system_score_codex":0.0038046243,"about_ca_system_score_gemma":0.008087868,"threshold_uncertainty_score":0.04054439},"labels":[],"label_agreement":null},{"id":"W2920623893","doi":"10.21606/drs.2018.355","title":"Learning from Feminist Critiques of and Recommendations for Industrial Design","year":2018,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Crafts, Textile, and Design","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Feminist philosophy; Industrial design; Perspective (graphical); Field (mathematics); Sociology; Feminist theory; Feminism; Engineering ethics; Power (physics); Theme (computing); Epistemology; Management science; Gender studies; Computer science; Engineering; Artificial intelligence","score_opus":0.1601080614991118,"score_gpt":0.3001356691209731,"score_spread":0.1400276076218613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2920623893","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":[0.014733032,0.023065468,0.082222916,0.5723082,0.004474337,0.0001374085,0.00009506869,0.00021935985,0.30274433],"genre_scores_gemma":[0.74691534,0.023604942,0.072221234,0.0536807,0.002858489,0.00089461677,0.00012939612,0.00068189536,0.09901332],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.94700295,0.04292079,0.0008254562,0.00206252,0.005746465,0.0014417315],"domain_scores_gemma":[0.9591069,0.032483168,0.00096539606,0.002699983,0.003901202,0.00084329344],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.047253918,0.0016111633,0.0008363847,0.0035437932,0.012618127,0.015413468,0.003663717,0.007164216,0.009100805],"category_scores_gemma":[0.033000216,0.0006779378,0.00093574286,0.0021422848,0.065892085,0.013099574,0.0069500394,0.011377928,0.001538503],"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":[0.000018866755,0.00002226599,0.0002579974,0.00023980533,0.000008092041,0.00016179422,0.043651707,0.000632584,0.00011349672,0.9073031,0.025500953,0.022089334],"study_design_scores_gemma":[0.000016050004,0.00002044079,0.00017884844,0.0010955727,0.0000074512363,0.00014843921,0.03910058,0.0005354346,0.0004586152,0.33543393,0.62298435,0.000020195113],"about_ca_topic_score_codex":0.007982654,"about_ca_topic_score_gemma":0.013026559,"teacher_disagreement_score":0.047253918,"about_ca_system_score_codex":0.020053709,"about_ca_system_score_gemma":0.008610165,"threshold_uncertainty_score":0.24990559},"labels":[],"label_agreement":null},{"id":"W2921260472","doi":"10.21606/drs.2018.784","title":"Conversation: Beyond black boxes: tackling artificial intelligence as a design material","year":2018,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Architecture and Computational Design","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Artificial intelligence","score_opus":0.016594226392156176,"score_gpt":0.22980242642206863,"score_spread":0.21320820002991245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2921260472","genre_codex":"methods","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":[0.010931059,0.0011850765,0.9397855,0.005172323,0.00018166285,0.00009262544,0.000067677414,0.0005114504,0.042072613],"genre_scores_gemma":[0.46039227,0.001856861,0.50970614,0.0013170401,0.00020464798,0.00039014366,0.00025074376,0.00070164807,0.025180455],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9960194,0.002543023,0.00014930588,0.0004553579,0.00059149077,0.0002414548],"domain_scores_gemma":[0.99449265,0.003586497,0.00020576455,0.001065722,0.000352438,0.00029684906],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0045872508,0.0011847144,0.0008554518,0.0012920585,0.0030772795,0.01065349,0.0025907946,0.0034097119,0.010968978],"category_scores_gemma":[0.010031397,0.0011116666,0.0011548536,0.0010754971,0.008629085,0.018525662,0.0064431555,0.004533036,0.001836324],"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":[0.000040594896,0.000046944995,0.00027024257,0.00018405441,0.00002350277,0.00013454887,0.002450524,0.006916953,0.0012215978,0.9547763,0.0028753513,0.031059459],"study_design_scores_gemma":[0.000018254761,0.000030901556,0.000070787,0.00016179156,0.00003711661,0.00010037075,0.001363414,0.03985216,0.001990559,0.90273285,0.053616993,0.000024774843],"about_ca_topic_score_codex":0.0028733367,"about_ca_topic_score_gemma":0.0027419967,"teacher_disagreement_score":0.010968978,"about_ca_system_score_codex":0.0015939994,"about_ca_system_score_gemma":0.0028929696,"threshold_uncertainty_score":0.036694884},"labels":[],"label_agreement":null},{"id":"W2922846628","doi":"10.21606/drs.2018.197","title":"Designerly Activity Theory: toward a new ontology for design research","year":2018,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Design Education and Practice","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Ontology; Computer science; Collaborative design; Situated; Context (archaeology); Activity theory; Interpretation (philosophy); Knowledge management; Process (computing); Data science; Human–computer interaction; Management science; Software engineering; Artificial intelligence; Cognitive science; Epistemology; Systems design; Engineering; Psychology","score_opus":0.2198292669153495,"score_gpt":0.3969753332972489,"score_spread":0.17714606638189936,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2922846628","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004228902,0.0018336421,0.95451957,0.007981742,0.00029015503,0.00029530108,0.00009979913,0.00016498736,0.030585896],"genre_scores_gemma":[0.19392346,0.0029003886,0.79164946,0.0020165602,0.00033877703,0.0020594792,0.00030342056,0.00023160604,0.0065769255],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9571313,0.03213408,0.0022132203,0.0032314349,0.004413294,0.00087667815],"domain_scores_gemma":[0.963376,0.026081594,0.0015085664,0.005680146,0.002220003,0.0011336034],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03440399,0.0013279103,0.001792375,0.00876529,0.003964503,0.018499635,0.0047138347,0.0053553605,0.0033493345],"category_scores_gemma":[0.023783682,0.0012557883,0.002126609,0.005750121,0.04176586,0.02612281,0.008474094,0.007399868,0.00091669493],"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":[0.000004604051,0.000018271945,0.00026503796,0.000106003405,0.0000064877077,0.000042429005,0.0053023496,0.0004931198,0.00012480526,0.98655313,0.0004370429,0.0066466797],"study_design_scores_gemma":[0.000019762694,0.000027682985,0.00018449684,0.0002786098,0.000010978647,0.00018349034,0.0037589753,0.0043091374,0.00032224078,0.9199818,0.070899405,0.000023578596],"about_ca_topic_score_codex":0.002880407,"about_ca_topic_score_gemma":0.0020368572,"teacher_disagreement_score":0.03440399,"about_ca_system_score_codex":0.00738868,"about_ca_system_score_gemma":0.008766205,"threshold_uncertainty_score":0.18194789},"labels":[],"label_agreement":null},{"id":"W3087796445","doi":"10.21606/drs.2020.106","title":"DRS2020 Editorial: Pluriversal Design SIG","year":2020,"lang":"sv","type":"article","venue":"Proceedings of DRS","topic":"Innovative Human-Technology Interaction","field":"Computer Science","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":"Ontario College of Art and Design","funders":"","keywords":"Universalism; Nature versus nurture; Modernity; Point (geometry); Aesthetics; Computer science; Sociology; Epistemology; History; Political science; Art; Philosophy; Anthropology; Mathematics; Law","score_opus":0.03804783945082358,"score_gpt":0.25763648223796753,"score_spread":0.21958864278714396,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3087796445","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00005938982,0.0040087732,0.00028283193,0.052434333,0.9375975,0.000028841014,0.000108182954,0.00014563148,0.005334551],"genre_scores_gemma":[0.0012144519,0.005653069,0.00026985543,0.042628128,0.9007497,0.000091754766,0.00013561317,0.00016115802,0.049096264],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99348867,0.0012578391,0.00066758815,0.0007012018,0.0033664987,0.00051827164],"domain_scores_gemma":[0.98420435,0.006106411,0.0006940546,0.0006713543,0.006403902,0.0019198694],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00696279,0.0033235808,0.0020511057,0.0031400628,0.0037042035,0.009074792,0.0032887938,0.018973315,0.041276723],"category_scores_gemma":[0.02341432,0.0011413851,0.002989635,0.001611247,0.0035809164,0.004649219,0.0024304087,0.016812032,0.025007458],"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":[0.000020981275,0.0000077544155,0.000013955326,0.000088617475,0.000005710848,0.00003705491,0.0000092785895,0.000019743798,0.000029740628,0.0003591473,0.9956228,0.0037852894],"study_design_scores_gemma":[0.000015996042,0.000010631372,0.000058124788,0.00012757117,0.000007907628,0.000054725748,0.000020547144,0.000039231163,0.00003720976,0.00033003977,0.99929166,0.000006385613],"about_ca_topic_score_codex":0.0024496268,"about_ca_topic_score_gemma":0.006345842,"teacher_disagreement_score":0.041276723,"about_ca_system_score_codex":0.0038494274,"about_ca_system_score_gemma":0.0039949794,"threshold_uncertainty_score":0.13808441},"labels":[],"label_agreement":null},{"id":"W3087964708","doi":"10.21606/drs.2020.133","title":"The role of participatory design activities in supporting sense-making in the smart city","year":2020,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Universiteit Utrecht; Canadian Institute of Steel Construction","keywords":"Cognitive reframing; Vision; Citizen journalism; Participatory design; Meaning (existential); Smart city; Sociology; Computer science; Knowledge management; Internet of Things; Engineering; Epistemology; Psychology; Internet privacy; World Wide Web; Social psychology","score_opus":0.03954415319691386,"score_gpt":0.24430224340899845,"score_spread":0.20475809021208458,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3087964708","genre_codex":"methods","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":[0.42151633,0.000582401,0.4720865,0.010274049,0.00019639236,0.0027375198,0.00012260319,0.00045899162,0.09202515],"genre_scores_gemma":[0.873276,0.00018046441,0.12281295,0.00030675204,0.00001381312,0.0015874426,0.000034435507,0.000054321372,0.0017336822],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.8878622,0.10146407,0.0017783408,0.0027367447,0.003995309,0.0021633457],"domain_scores_gemma":[0.8314687,0.13758399,0.0065014106,0.015450989,0.005356196,0.003638731],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07812533,0.0012747409,0.0006217737,0.0023522547,0.009667655,0.011209229,0.002982561,0.0027796573,0.003837916],"category_scores_gemma":[0.090039685,0.0010542842,0.00112623,0.001806239,0.022971274,0.012390569,0.014134633,0.002789913,0.00059013587],"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":[0.00026436325,0.0006182668,0.012114656,0.0009855784,0.000087278735,0.0009959415,0.65389276,0.007289964,0.0055525694,0.20960556,0.0016450662,0.10694803],"study_design_scores_gemma":[0.0004478189,0.0010284906,0.00675577,0.001737162,0.00017969176,0.0009249321,0.34193474,0.021424662,0.01055095,0.4528591,0.16184245,0.00031427437],"about_ca_topic_score_codex":0.0020863414,"about_ca_topic_score_gemma":0.0028371017,"teacher_disagreement_score":0.07812533,"about_ca_system_score_codex":0.0040318957,"about_ca_system_score_gemma":0.009772744,"threshold_uncertainty_score":0.41317117},"labels":[],"label_agreement":null},{"id":"W3088815643","doi":"10.21606/drs.2020.119","title":"DRS2020 Editorial: Design for Wellbeing, Happiness and Health","year":2020,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Art Therapy and Mental Health","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":"Université de Montréal","funders":"","keywords":"Happiness; Well-being; Psychology; Sociology; Computer science; Social psychology; Psychotherapist","score_opus":0.10493916517928498,"score_gpt":0.293262625411761,"score_spread":0.18832346023247604,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3088815643","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000029915864,0.0031701236,0.00019888648,0.037486527,0.9566781,0.000025961279,0.0000850045,0.00009034403,0.0022351644],"genre_scores_gemma":[0.0006906083,0.0039836206,0.00023076666,0.04458422,0.9309025,0.00006744312,0.00007811312,0.00006766428,0.019395178],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99325126,0.0015782261,0.0007257814,0.000715032,0.003337522,0.0003922172],"domain_scores_gemma":[0.96942455,0.014494977,0.00096503313,0.0007915015,0.012040866,0.0022830365],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0082893055,0.004113698,0.0025127074,0.002739033,0.0034279062,0.0065647503,0.0027486428,0.015161847,0.025793148],"category_scores_gemma":[0.0357861,0.001259552,0.003256343,0.0012209876,0.0034804908,0.0035654064,0.0014113104,0.021287978,0.01721493],"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":[0.000024712554,0.0000063863986,0.000009800293,0.00008262608,0.000006573033,0.000023959401,0.000005191536,0.000017537634,0.000017929813,0.00026853316,0.997416,0.0021206723],"study_design_scores_gemma":[0.00006129583,0.000035339966,0.0001651607,0.00032198048,0.000028618984,0.0001343745,0.00002714803,0.000110977584,0.000070283524,0.00095566676,0.99807346,0.000015747235],"about_ca_topic_score_codex":0.0028964062,"about_ca_topic_score_gemma":0.00798654,"teacher_disagreement_score":0.025793148,"about_ca_system_score_codex":0.003291119,"about_ca_system_score_gemma":0.004240894,"threshold_uncertainty_score":0.086286604},"labels":[],"label_agreement":null},{"id":"W3088909262","doi":"10.21606/drs.2020.376","title":"Improving access to psychotherapy in a digital age: an exploratory design study based on five studio classes","year":2020,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal; Université du Québec à Montréal","funders":"","keywords":"Studio; Dualism; Perspective (graphical); Section (typography); Exploratory research; Design studio; Online learning; Psychotherapist; Psychology; Special section; Computer science; Multimedia; Sociology; Engineering; Artificial intelligence; Social science; Epistemology; Telecommunications","score_opus":0.12366705028398088,"score_gpt":0.41420056675450995,"score_spread":0.29053351647052905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3088909262","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":[0.9908841,0.00007391739,0.002464375,0.0003009705,0.000032758006,0.0044909143,0.00006997617,0.000021771191,0.0016613042],"genre_scores_gemma":[0.9649514,0.00020860048,0.016616264,0.0007114633,0.00005028753,0.01375302,0.00010560284,0.00003097401,0.0035724537],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.98678374,0.008630794,0.0005666705,0.0010564813,0.00065629004,0.0023061258],"domain_scores_gemma":[0.9879969,0.0063892333,0.00086129206,0.00071255566,0.00087551656,0.0031644623],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.017142467,0.0009412581,0.0012979499,0.001475409,0.005491092,0.0049623693,0.0024351256,0.0025271333,0.005208174],"category_scores_gemma":[0.014090855,0.0010562999,0.00095579337,0.0007523864,0.003894493,0.0022088995,0.0050174925,0.0033419603,0.0008301151],"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":[0.0043554967,0.08495647,0.029875405,0.0019684131,0.00014332321,0.0018219505,0.7755533,0.0012908172,0.011516136,0.007932561,0.0028340744,0.07775207],"study_design_scores_gemma":[0.0055036354,0.0697699,0.07559545,0.001214284,0.00029856715,0.0006484667,0.7520933,0.004318187,0.011132721,0.00745545,0.07163814,0.000331903],"about_ca_topic_score_codex":0.0014740244,"about_ca_topic_score_gemma":0.0036286076,"teacher_disagreement_score":0.017142467,"about_ca_system_score_codex":0.0039539686,"about_ca_system_score_gemma":0.004007306,"threshold_uncertainty_score":0.09065908},"labels":[],"label_agreement":null},{"id":"W3092385647","doi":"10.21606/drs.2016.255","title":"Recommendations to rebuild the body of feminist work in industrial design","year":2016,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Crafts, Textile, and Design","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Feminism; Industrial design; Relevance (law); Feminist philosophy; Work (physics); Feminist movement; Field (mathematics); Sociology; Engineering ethics; Task (project management); Computer science; Gender studies; Engineering; Political science; Law; Mechanical engineering; Systems engineering","score_opus":0.10710988879496988,"score_gpt":0.2625006431942005,"score_spread":0.15539075439923064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3092385647","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":[0.00072263327,0.036359187,0.003976817,0.91734767,0.020137878,0.00038598315,0.00026394284,0.00021543702,0.020590436],"genre_scores_gemma":[0.036735706,0.21305487,0.10137825,0.4491102,0.021071803,0.0045372145,0.0015858893,0.0005350119,0.17199098],"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9776192,0.012541324,0.0017726897,0.0013567415,0.0053972695,0.0013127873],"domain_scores_gemma":[0.8452785,0.06429763,0.005925259,0.006338551,0.070166215,0.0079938425],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.032279477,0.0016004863,0.0013381412,0.004982922,0.004722191,0.00963222,0.004827421,0.011679664,0.040317886],"category_scores_gemma":[0.08151497,0.00077130686,0.0017467021,0.005465222,0.008192414,0.022010071,0.0057521607,0.013079454,0.013329889],"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":[0.000042815096,0.00014200773,0.00052260986,0.0023651642,0.0000145411595,0.00019049982,0.005882496,0.00023161848,0.00023045755,0.04522599,0.82863206,0.11651963],"study_design_scores_gemma":[0.000032773925,0.000025417548,0.00062583777,0.009183587,0.000022848486,0.00011923121,0.02011861,0.000106524356,0.00018673814,0.021822346,0.94770586,0.000050125524],"about_ca_topic_score_codex":0.02555294,"about_ca_topic_score_gemma":0.05630782,"teacher_disagreement_score":0.9952778,"about_ca_system_score_codex":0.011619065,"about_ca_system_score_gemma":0.027227141,"threshold_uncertainty_score":0.17071223},"labels":[],"label_agreement":null},{"id":"W3118506544","doi":"10.21606/drs.2020.2","title":"DRS2020: Synergy","year":2020,"lang":"de","type":"paratext","venue":"Proceedings of DRS","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Twente; Royal College of Art; AGE-WELL","keywords":"Vision; Transformative learning; Creativity; Engineering ethics; Theme (computing); Discipline; Sociology; Management science; Computer science; Knowledge management; Engineering; Psychology; Social science; Pedagogy; World Wide Web; Social psychology","score_opus":0.01995195044532736,"score_gpt":0.2218198054540614,"score_spread":0.20186785500873405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3118506544","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":[0.005718314,0.0024385354,0.047106557,0.06967987,0.0064691673,0.0001762335,0.0013382878,0.0049823485,0.86209077],"genre_scores_gemma":[0.13728482,0.0039822054,0.07158985,0.019628327,0.0040881042,0.00047800207,0.004832977,0.005422613,0.7526931],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98399746,0.0075308895,0.0006127205,0.0011445815,0.0052145896,0.0014996885],"domain_scores_gemma":[0.9836489,0.003915695,0.00046299174,0.0029555496,0.003984467,0.005032412],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.015169589,0.00089255517,0.00045733814,0.0024244413,0.0032906216,0.016465673,0.0020193693,0.004684683,0.1222682],"category_scores_gemma":[0.018671792,0.00066359993,0.00095879094,0.002591493,0.0033238048,0.014714781,0.016593093,0.005143987,0.05447047],"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":[0.000087218265,0.00007235435,0.00035532675,0.00021298663,0.000011694665,0.00014801745,0.0019548014,0.00041846707,0.0009913404,0.3343353,0.54511666,0.11629589],"study_design_scores_gemma":[0.000009250084,0.000018997778,0.00009700631,0.000055041397,0.0000021447493,0.00016526323,0.0004414006,0.00019582624,0.00034030215,0.02103595,0.9776278,0.000011051544],"about_ca_topic_score_codex":0.0011466652,"about_ca_topic_score_gemma":0.0017508994,"teacher_disagreement_score":0.1222682,"about_ca_system_score_codex":0.0034827092,"about_ca_system_score_gemma":0.006533602,"threshold_uncertainty_score":0.40902787},"labels":[],"label_agreement":null},{"id":"W3133939639","doi":"10.21606/drs.2010.24","title":"Everyday People: Enabling User Expertise in Socially Responsible Design","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":6,"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":"Computer science; Human–computer interaction","score_opus":0.01733756464313036,"score_gpt":0.26738716891388914,"score_spread":0.2500496042707588,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3133939639","genre_codex":"methods","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":[0.20627959,0.0016934834,0.6039486,0.019769032,0.00035498358,0.000557982,0.000025781617,0.0009585508,0.16641201],"genre_scores_gemma":[0.9211125,0.0004638011,0.071663894,0.0010382942,0.00006075444,0.00035700266,0.000022958273,0.00012874049,0.005152166],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9379158,0.05075002,0.0012892031,0.002755343,0.004850891,0.0024388114],"domain_scores_gemma":[0.97044265,0.019460762,0.0013730044,0.0050350265,0.001479444,0.0022092834],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.031034462,0.0012179335,0.00069087226,0.0025055287,0.008393191,0.010202475,0.002783129,0.004675778,0.0052602333],"category_scores_gemma":[0.032183442,0.0009729934,0.0011549465,0.00096750335,0.023439856,0.01744994,0.028708791,0.0039339815,0.0009677707],"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":[0.00010820769,0.0003650234,0.0036612826,0.00074710423,0.00005733198,0.0014903212,0.5640795,0.0030648818,0.0071900925,0.31051642,0.0029787156,0.10574112],"study_design_scores_gemma":[0.0001349768,0.00043282798,0.0017523852,0.00081326935,0.000085185646,0.002254137,0.118031986,0.008848893,0.0060729054,0.54267967,0.31872642,0.00016732296],"about_ca_topic_score_codex":0.0009936392,"about_ca_topic_score_gemma":0.0009540829,"teacher_disagreement_score":0.031034462,"about_ca_system_score_codex":0.0024607049,"about_ca_system_score_gemma":0.004103965,"threshold_uncertainty_score":0.16412783},"labels":[],"label_agreement":null},{"id":"W3134044440","doi":"10.21606/drs.2008.43","title":"The Complex Field of Research: for Design, through Design, and about Design","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Design Education and Practice","field":"Engineering","cited_by":123,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Field (mathematics); Design methods; Systems engineering; Engineering; Mechanical engineering; Mathematics","score_opus":0.20170888765027958,"score_gpt":0.40097369094730595,"score_spread":0.19926480329702637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3134044440","genre_codex":"methods","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":[0.004757068,0.09349229,0.34370032,0.30597413,0.005789017,0.0011007421,0.00027887645,0.0008804577,0.24402708],"genre_scores_gemma":[0.3487623,0.07219387,0.4675291,0.056783006,0.006844326,0.005115339,0.00035747382,0.0011149792,0.041299567],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.77120364,0.19042434,0.006178725,0.009695761,0.020047806,0.0024497032],"domain_scores_gemma":[0.80726075,0.14392453,0.0046867905,0.028865311,0.010598512,0.004664066],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.11591306,0.00193454,0.0036186187,0.0062801754,0.009871327,0.04107556,0.0040914705,0.010457785,0.010490071],"category_scores_gemma":[0.11104171,0.001549624,0.0015419179,0.007532547,0.11759452,0.048043303,0.013176408,0.015216034,0.0044205184],"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":[0.00003404939,0.00003887346,0.0004188927,0.001119538,0.000047045953,0.00010144293,0.014743816,0.00038139688,0.00023893865,0.9174104,0.017835995,0.047629617],"study_design_scores_gemma":[0.00003194334,0.00005713658,0.00022905823,0.0024813404,0.000030329968,0.0002362687,0.0102231065,0.0004221824,0.00019546665,0.7426717,0.24337569,0.000045705125],"about_ca_topic_score_codex":0.003646096,"about_ca_topic_score_gemma":0.0035604076,"teacher_disagreement_score":0.9901287,"about_ca_system_score_codex":0.012697773,"about_ca_system_score_gemma":0.028817698,"threshold_uncertainty_score":0.6130142},"labels":[],"label_agreement":null},{"id":"W3162404201","doi":"10.21606/drs.2014.67","title":"Ecotone: Finding Common Ground Across Art, Science and Ranching","year":2014,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Environmental Philosophy and Ethics","field":"Environmental Science","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":"University of Lethbridge","funders":"","keywords":"Ecotone; Common ground; Computer science; Environmental science; Remote sensing; Geology; Ecology; Psychology","score_opus":0.012472399401510027,"score_gpt":0.25476074811353744,"score_spread":0.24228834871202742,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3162404201","genre_codex":"empirical","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":[0.5619238,0.0036937164,0.03052958,0.020351887,0.00043968126,0.00034356373,0.00009142633,0.00019938005,0.38242695],"genre_scores_gemma":[0.97207224,0.00051603786,0.0074293935,0.00073365174,0.000030663512,0.00009344448,0.000044509114,0.00008779712,0.018992232],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9858979,0.008572431,0.00024228219,0.0012785974,0.002314234,0.0016946275],"domain_scores_gemma":[0.9923389,0.004472877,0.00042400998,0.001118498,0.0006542709,0.0009915001],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.011789365,0.0006041414,0.00067887135,0.004690096,0.0355446,0.017713642,0.0027479853,0.0043247,0.0066578123],"category_scores_gemma":[0.010051609,0.0005925981,0.00050817785,0.004900239,0.059907373,0.008745459,0.017647002,0.002922138,0.0003801198],"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":[0.000027948805,0.000034337576,0.0031550573,0.000086180786,0.000008667834,0.001356847,0.88784885,0.0001683514,0.000522326,0.08227347,0.0025198655,0.021998145],"study_design_scores_gemma":[0.00000636538,0.00002592293,0.0028384777,0.0002500619,0.00000791141,0.00059399015,0.83394575,0.00021912278,0.00023788954,0.0148616545,0.14699274,0.000020049578],"about_ca_topic_score_codex":0.12270225,"about_ca_topic_score_gemma":0.28635666,"teacher_disagreement_score":0.12270225,"about_ca_system_score_codex":0.018343512,"about_ca_system_score_gemma":0.018731093,"threshold_uncertainty_score":0.24397606},"labels":[],"label_agreement":null},{"id":"W3167276419","doi":"10.21606/drs.2008.23","title":"Design History education and the Use of the Design Brief as an Interpretative Framework for Sustainable Practice","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Architecture, Design, and Social History","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":"Alberta University of the Arts","funders":"","keywords":"Engineering ethics; Computer science; Management science; Engineering management; Engineering","score_opus":0.04254955906169371,"score_gpt":0.2649396048433819,"score_spread":0.2223900457816882,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3167276419","genre_codex":"methods","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":[0.08800323,0.0059072496,0.4601903,0.16129191,0.0039952747,0.0010268291,0.00014446878,0.0010239019,0.2784169],"genre_scores_gemma":[0.7497733,0.003753751,0.19466928,0.009980253,0.00041373388,0.0016776633,0.000084488805,0.00035765924,0.03928983],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9558065,0.039532352,0.00095538347,0.0009724802,0.0021228385,0.00061043544],"domain_scores_gemma":[0.9258574,0.06052639,0.0027987505,0.006329352,0.0025941497,0.0018938613],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03783913,0.0009113997,0.00043325836,0.0024681215,0.005592274,0.010009284,0.002481101,0.0031915635,0.0074397195],"category_scores_gemma":[0.04972721,0.0006662101,0.00051997503,0.0011534146,0.040585335,0.013907028,0.00791112,0.007709584,0.0008901266],"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":[0.000046212965,0.00012800896,0.00066689774,0.00044503162,0.0000068416884,0.0002106365,0.18997481,0.00069803663,0.0016418071,0.7337854,0.007820413,0.064575925],"study_design_scores_gemma":[0.000058801765,0.0002666323,0.00082627556,0.0014117775,0.000018065115,0.0005196193,0.112631075,0.0017800467,0.002469774,0.27544117,0.60449576,0.00008106066],"about_ca_topic_score_codex":0.002717543,"about_ca_topic_score_gemma":0.0050475546,"teacher_disagreement_score":0.03783913,"about_ca_system_score_codex":0.010283355,"about_ca_system_score_gemma":0.009347165,"threshold_uncertainty_score":0.20011485},"labels":[],"label_agreement":null},{"id":"W3173233942","doi":"10.21606/drs.2008.78","title":"When Artists and Designers Inspire Collective Intelligence Practices: Two Case Studies of Collaboration, Interdisciplinarity, and Innovation Projects","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Design Education and Practice","field":"Engineering","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":"Université du Québec à Montréal","funders":"","keywords":"Collective intelligence; Knowledge management; Computer science; Sociology; Engineering ethics; Engineering","score_opus":0.06332761029726405,"score_gpt":0.37385467110555476,"score_spread":0.31052706080829073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3173233942","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":[0.93100464,0.001489561,0.009739752,0.010567239,0.00023797124,0.00070633565,0.000054066266,0.00006740152,0.046133008],"genre_scores_gemma":[0.9815794,0.0007717329,0.0073480792,0.0010132688,0.00006824653,0.0007619734,0.000042681775,0.00006455065,0.008350018],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.88229483,0.09817075,0.0026604398,0.0033408576,0.0074375,0.006095531],"domain_scores_gemma":[0.91526794,0.063677765,0.0045744823,0.006085949,0.0030622245,0.007331701],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.05742291,0.0015201321,0.0014928721,0.005810212,0.044564042,0.025862856,0.0056806956,0.017283605,0.003179044],"category_scores_gemma":[0.06727606,0.0019037675,0.0016848295,0.006515066,0.03661551,0.014647438,0.02150332,0.010968698,0.00092215335],"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":[0.000077063596,0.00026305713,0.0025003909,0.0001228321,0.000019431303,0.003819244,0.96873796,0.00022658717,0.00036740347,0.015412491,0.0013348287,0.007118716],"study_design_scores_gemma":[0.000092243965,0.00019119812,0.002109996,0.00025261272,0.000023681989,0.0020083555,0.93826723,0.0005619351,0.00079342653,0.008184608,0.047455676,0.000059169328],"about_ca_topic_score_codex":0.006628765,"about_ca_topic_score_gemma":0.015450384,"teacher_disagreement_score":0.95543593,"about_ca_system_score_codex":0.009680825,"about_ca_system_score_gemma":0.0062056426,"threshold_uncertainty_score":0.303685},"labels":[],"label_agreement":null},{"id":"W3193088455","doi":"10.21606/drs.2014.85","title":"Aspects of Research through Design: A Literature Review","year":2014,"lang":"en","type":"review","venue":"Proceedings of DRS","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":86,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal; Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Computer science","score_opus":0.153853816772221,"score_gpt":0.4452962954403168,"score_spread":0.2914424786680958,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3193088455","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":"methods","model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":"methods","domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00009960541,0.99802446,0.00035726666,0.00052769104,0.00013049901,0.000018898243,0.000012778352,0.0000045730344,0.0008241871],"genre_scores_gemma":[0.00129183,0.99750143,0.0007075546,0.0002623871,0.000074528354,0.00003120511,0.000017799406,0.0000029773125,0.00011028272],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98960483,0.004401016,0.0019129727,0.0008114885,0.0029773626,0.00029232592],"domain_scores_gemma":[0.95747447,0.033425726,0.0025444191,0.00080359477,0.0052549867,0.0004968318],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.012455992,0.0013185763,0.003148579,0.020157125,0.0016333566,0.0058181966,0.0019613581,0.0031692085,0.0034608373],"category_scores_gemma":[0.024037981,0.0013477016,0.0015087309,0.025435273,0.0033465438,0.008124217,0.002393749,0.0027189208,0.0011838677],"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":[0.00006782437,0.00007866459,0.0005549076,0.15332107,0.0002681585,0.00040201456,0.0018901498,0.00043383986,0.00061483914,0.015080436,0.016832987,0.81045514],"study_design_scores_gemma":[0.000022083625,0.00009197422,0.0021018998,0.27731004,0.00063813006,0.0016302122,0.0020473218,0.00019264079,0.00040779993,0.008732466,0.7067665,0.000058991183],"about_ca_topic_score_codex":0.0052048606,"about_ca_topic_score_gemma":0.010252792,"teacher_disagreement_score":0.987544,"about_ca_system_score_codex":0.005351486,"about_ca_system_score_gemma":0.013812561,"threshold_uncertainty_score":0.06587434},"labels":[],"label_agreement":null},{"id":"W3205448872","doi":"10.21606/drs.2010.138","title":"Dealing with the Human-centered Approach within HCI Projects","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Design Education and Practice","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science; Human–computer interaction; Data science","score_opus":0.026770099492889263,"score_gpt":0.2496820486498824,"score_spread":0.22291194915699314,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3205448872","genre_codex":"methods","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":[0.042110756,0.0037418327,0.8869399,0.024080172,0.000752825,0.0015885719,0.000029402261,0.00045455355,0.040302046],"genre_scores_gemma":[0.53434175,0.0027014816,0.44569477,0.003871742,0.00042885102,0.0042033414,0.00007857857,0.00032672653,0.008352712],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.68802065,0.26305166,0.0062132757,0.0091492,0.029864097,0.003701114],"domain_scores_gemma":[0.87615734,0.07773952,0.0069942162,0.021000067,0.011373112,0.0067356764],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.12906477,0.0019980958,0.0015888324,0.004730903,0.015768124,0.027139226,0.004992293,0.00957161,0.0032885035],"category_scores_gemma":[0.10245449,0.0021412636,0.0012341312,0.0041526216,0.04596211,0.02186338,0.02780739,0.010793789,0.00111253],"study_design_candidate":"qualitative","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":[0.000100417026,0.0005310612,0.0059880493,0.001903636,0.00020701921,0.0012090408,0.39573094,0.0053897095,0.0035208154,0.43865448,0.008110841,0.13865401],"study_design_scores_gemma":[0.00023216323,0.00082839705,0.002317726,0.003014435,0.0001426468,0.0022287958,0.10852796,0.013303358,0.0047922553,0.570265,0.29406947,0.00027775057],"about_ca_topic_score_codex":0.0017985051,"about_ca_topic_score_gemma":0.0014474859,"teacher_disagreement_score":0.12906477,"about_ca_system_score_codex":0.008232624,"about_ca_system_score_gemma":0.021815564,"threshold_uncertainty_score":0.6825679},"labels":[],"label_agreement":null},{"id":"W3207629178","doi":"10.21606/drs.2008.26","title":"Dynamique des ambiances lumineuses par relevés vidéo d’espaces de transition","year":2010,"lang":"fr","type":"article","venue":"Proceedings of DRS","topic":"Impact of Light on Environment and Health","field":"Environmental Science","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":"Université Laval","funders":"","keywords":"Computer science","score_opus":0.00942808022976871,"score_gpt":0.23878010659085774,"score_spread":0.22935202636108903,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3207629178","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":[0.95631456,0.0009267861,0.01667795,0.00029639466,0.00014298837,0.00008534164,0.000617448,0.0002737639,0.02466472],"genre_scores_gemma":[0.9853554,0.0005219308,0.006584332,0.000047886275,0.00007208428,0.00006839782,0.00041624618,0.0000895921,0.0068441345],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99933296,0.00016726213,0.000025400792,0.0001500916,0.00024775602,0.00007643751],"domain_scores_gemma":[0.99814093,0.0010677883,0.00015622849,0.00009596627,0.00042068906,0.000118354685],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00088056555,0.00040344615,0.00031565982,0.0016765473,0.0007358235,0.0025007722,0.0003771371,0.0006917373,0.005720906],"category_scores_gemma":[0.0045228377,0.00022120644,0.0004779074,0.0012820289,0.0008717369,0.0015785318,0.001067344,0.0009059319,0.0007529021],"study_design_candidate":"observational","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":[0.0050433027,0.00046019533,0.11272694,0.0018347128,0.00045096007,0.007062078,0.088303864,0.011234645,0.27256858,0.029887807,0.011172665,0.45925432],"study_design_scores_gemma":[0.00019955364,0.0010580976,0.72140104,0.0007073112,0.0002681554,0.005323692,0.057197515,0.036649782,0.03862241,0.005528831,0.13272846,0.00031525307],"about_ca_topic_score_codex":0.011196408,"about_ca_topic_score_gemma":0.010120848,"teacher_disagreement_score":0.011196408,"about_ca_system_score_codex":0.00073678937,"about_ca_system_score_gemma":0.00034756228,"threshold_uncertainty_score":0.022262454},"labels":[],"label_agreement":null},{"id":"W4237117464","doi":"10.21606/drs.2016.235","title":"Serious Play Strategies in the Design of Kinetic and Wearable Devices","year":2016,"lang":"en","type":"article","venue":"Proceedings of DRS","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":"Carleton University","funders":"","keywords":"Ideation; Gesture; Creativity; Wearable computer; Human–computer interaction; Computer science; Wearable technology; Interaction design; Cognitive science; Psychology; Artificial intelligence; Social psychology","score_opus":0.0360850112329538,"score_gpt":0.32526553705007005,"score_spread":0.28918052581711623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237117464","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28970125,0.004298836,0.6272978,0.0025465267,0.00033137383,0.0011500316,0.000048031903,0.0005142033,0.07411195],"genre_scores_gemma":[0.81716627,0.0009447313,0.17142837,0.00027913874,0.000026062262,0.00065727084,0.0000470354,0.00013624535,0.009314947],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99005324,0.0074814563,0.00041999677,0.00049504027,0.0010766882,0.0004735127],"domain_scores_gemma":[0.9949934,0.0034944923,0.00033805432,0.00039026915,0.00029347683,0.0004903562],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0078010373,0.0018193169,0.00036270125,0.0015850321,0.0022028123,0.0060532517,0.0022459817,0.0014792524,0.0037120779],"category_scores_gemma":[0.010966278,0.00067654304,0.0007818114,0.00053457695,0.008463127,0.0057617812,0.0054447986,0.001314098,0.0005437777],"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":[0.00085486897,0.00068266096,0.006648314,0.003374435,0.0002019386,0.002958658,0.28814882,0.0073846034,0.0441195,0.4060628,0.00418902,0.23537447],"study_design_scores_gemma":[0.0005752365,0.0035260133,0.007661559,0.003172876,0.00026695002,0.008938322,0.18225446,0.026421705,0.035902757,0.29243472,0.4384242,0.00042119029],"about_ca_topic_score_codex":0.00044181736,"about_ca_topic_score_gemma":0.0010642923,"teacher_disagreement_score":0.0078010373,"about_ca_system_score_codex":0.0014490589,"about_ca_system_score_gemma":0.0012307229,"threshold_uncertainty_score":0.04125637},"labels":[],"label_agreement":null},{"id":"W4238707899","doi":"10.21606/drs.2016.353","title":"Public design and social innovation: Learning from applied research","year":2016,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Montréal; Université Laval","funders":"","keywords":"Process (computing); Public relations; Knowledge management; Social innovation; Engineering ethics; Management science; Sociology; Engineering; Business; Computer science; Political science","score_opus":0.18466744478615604,"score_gpt":0.28261205080453977,"score_spread":0.09794460601838373,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238707899","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":[0.11891997,0.063992426,0.3181934,0.15955487,0.001979053,0.0009838182,0.00029940731,0.00041441113,0.3356627],"genre_scores_gemma":[0.8305523,0.04689449,0.102541186,0.00674842,0.0010458813,0.0011287148,0.0002070927,0.00018310462,0.010698881],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9629082,0.030682012,0.0008444134,0.0014573885,0.0027973917,0.0013105762],"domain_scores_gemma":[0.8784227,0.10779404,0.0016909792,0.0059530702,0.004605821,0.0015334402],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.043321036,0.0013099742,0.0015417975,0.007143442,0.00713151,0.01793399,0.0037232826,0.004626074,0.00464591],"category_scores_gemma":[0.047894776,0.0007234742,0.0008686375,0.0068355277,0.052873466,0.016393466,0.008532579,0.0061507327,0.0006096329],"study_design_candidate":"qualitative","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":[0.00003717233,0.0003228975,0.003195817,0.0013782767,0.000065158754,0.0004934904,0.12205244,0.0019859066,0.00031838764,0.754596,0.008908304,0.10664621],"study_design_scores_gemma":[0.000044288645,0.00011546736,0.0017643423,0.0035669955,0.000026838865,0.00028495656,0.08449623,0.0032219999,0.00062432734,0.7506086,0.15519078,0.000055178432],"about_ca_topic_score_codex":0.014772342,"about_ca_topic_score_gemma":0.01719953,"teacher_disagreement_score":0.043321036,"about_ca_system_score_codex":0.01827549,"about_ca_system_score_gemma":0.015791371,"threshold_uncertainty_score":0.22910625},"labels":[],"label_agreement":null},{"id":"W4281731830","doi":"10.21606/drs.2022.1082","title":"Valuing the qualitative in design and data","year":2022,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Computer science; Track (disk drive); Qualitative research; Data visualization; Data science; Qualitative property; Context (archaeology); Informatics; Visualization; Human–computer interaction; Artificial intelligence; Engineering; Sociology","score_opus":0.1262581684687445,"score_gpt":0.38815459552964415,"score_spread":0.26189642706089966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281731830","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":[0.00023444796,0.03285593,0.027252406,0.45300686,0.47336206,0.00016498842,0.00012017456,0.00028210087,0.012721051],"genre_scores_gemma":[0.025178052,0.077735,0.056910742,0.29024893,0.49289915,0.0011733837,0.00048525527,0.0015282879,0.053841244],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.8304914,0.10975972,0.011201239,0.0056272093,0.040922865,0.001997517],"domain_scores_gemma":[0.52134734,0.39648482,0.008701224,0.011436741,0.056352135,0.005677735],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.13513611,0.001175083,0.0016881388,0.0033396485,0.005123744,0.025186023,0.0034938878,0.010529688,0.012939241],"category_scores_gemma":[0.2614524,0.0013649305,0.00212214,0.0023476623,0.030062564,0.015375783,0.007369717,0.030739117,0.004298373],"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":[0.00008603987,0.000019241712,0.000092919196,0.0014485337,0.00005958301,0.00008190649,0.0029408603,0.00017887635,0.00030765226,0.16178711,0.7839506,0.049046714],"study_design_scores_gemma":[0.000021305146,0.000024261888,0.000063145286,0.0010665812,0.000013645737,0.000057019217,0.00062003284,0.00012167556,0.00022531052,0.044322465,0.95343196,0.000032536944],"about_ca_topic_score_codex":0.0024821102,"about_ca_topic_score_gemma":0.004703432,"teacher_disagreement_score":0.13513611,"about_ca_system_score_codex":0.009600901,"about_ca_system_score_gemma":0.013831273,"threshold_uncertainty_score":0.7146766},"labels":[],"label_agreement":null},{"id":"W4282961824","doi":"10.21606/drs.2022.699","title":"Designing a tangible augmented reality experience for cultural heritage research","year":2022,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; Toronto Metropolitan University","funders":"Connaught Fund; Ontario Ministry of Research and Innovation; Social Sciences and Humanities Research Council of Canada; Canada Research Chairs","keywords":"Augmented reality; Cultural heritage; Computer science; Process (computing); Mixed reality; Object (grammar); Human–computer interaction; History; Archaeology; Artificial intelligence","score_opus":0.1460011711421134,"score_gpt":0.3984374743818076,"score_spread":0.25243630323969424,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4282961824","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.096328035,0.0011417901,0.8616146,0.0010332966,0.00032006446,0.00067363685,0.00019959544,0.0020497737,0.03663931],"genre_scores_gemma":[0.40272072,0.00091315864,0.58274,0.00026728408,0.000049308004,0.00071133417,0.00014137175,0.0002870456,0.01216981],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99750394,0.0014170189,0.00014387773,0.00023404538,0.00048240615,0.0002186917],"domain_scores_gemma":[0.9980616,0.0010871616,0.00012572415,0.0003246109,0.00020302748,0.00019793361],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027790572,0.0010613261,0.00038509117,0.0008652667,0.0012857008,0.0047750794,0.001512234,0.001503066,0.009345708],"category_scores_gemma":[0.0049723396,0.0010499131,0.0010787509,0.0006022192,0.0021933091,0.0040098876,0.005296722,0.00124532,0.0016537886],"study_design_candidate":"simulation_or_modeling","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":[0.0013982115,0.0007096289,0.005739417,0.0043568467,0.00025044044,0.007031762,0.125055,0.03316277,0.15358996,0.21079116,0.018573796,0.43934104],"study_design_scores_gemma":[0.0008478326,0.0043773004,0.009748099,0.002221082,0.0006344701,0.013225844,0.043847647,0.09886903,0.063531384,0.070886016,0.69079375,0.0010176693],"about_ca_topic_score_codex":0.0007037102,"about_ca_topic_score_gemma":0.0013623163,"teacher_disagreement_score":0.009345708,"about_ca_system_score_codex":0.0005408074,"about_ca_system_score_gemma":0.00083417335,"threshold_uncertainty_score":0.031264544},"labels":[],"label_agreement":null},{"id":"W4282969634","doi":"10.21606/drs.2022.257","title":"Data-painting: Expressive free-form visualisation","year":2022,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; European Commission; Alberta Innovates - Technology Futures","keywords":"Visualization; Computer science; Representation (politics); Data visualization; Expressive power; Human–computer interaction; Expressivity; Information visualization; Painting; External Data Representation; Data science; Artificial intelligence; Theoretical computer science; Visual arts","score_opus":0.04447041341731357,"score_gpt":0.30515625844669514,"score_spread":0.2606858450293816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4282969634","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01540112,0.0007578818,0.9407024,0.0014979492,0.00035048457,0.00032465477,0.0016867245,0.01371351,0.025565295],"genre_scores_gemma":[0.27778772,0.0015935979,0.6905659,0.00076260493,0.00022308301,0.00095724943,0.0029365644,0.0050946525,0.020078612],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9979419,0.0008897807,0.0001158683,0.0002316565,0.00066361175,0.00015719708],"domain_scores_gemma":[0.992694,0.004546297,0.00019710696,0.0017213703,0.0004920519,0.00034907032],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0037120976,0.001182277,0.00074307097,0.0016244093,0.0011121024,0.006413367,0.002217513,0.0017283693,0.028445479],"category_scores_gemma":[0.015349557,0.0007505596,0.0015962314,0.0014489423,0.0022398918,0.0068278955,0.008830186,0.0023285353,0.0036574702],"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":[0.0012848525,0.0002969526,0.0029735789,0.0030859495,0.00020073456,0.0020047717,0.029126419,0.02124957,0.062114507,0.35018396,0.09720695,0.43027183],"study_design_scores_gemma":[0.00031858543,0.00024784307,0.0020766337,0.0008531225,0.000073926785,0.0019457405,0.003342442,0.0864892,0.03508932,0.32821932,0.5410385,0.000305394],"about_ca_topic_score_codex":0.0007762586,"about_ca_topic_score_gemma":0.001206172,"teacher_disagreement_score":0.028445479,"about_ca_system_score_codex":0.00055826677,"about_ca_system_score_gemma":0.0006815052,"threshold_uncertainty_score":0.09515959},"labels":[],"label_agreement":null},{"id":"W4282983148","doi":"10.21606/drs.2022.197","title":"Pushing divergence and promoting convergence in a speculative design process: Considerations on the role of AI as a co-creation partner","year":2022,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Design Education and Practice","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Advantage Forensics (Canada)","funders":"","keywords":"Ideation; Divergence (linguistics); Convergence (economics); Process (computing); Convergent thinking; Computer science; Artificial intelligence; Design process; Creativity; Divergent thinking; Cognitive science; Psychology; Engineering; Work in process; Social psychology; Creative thinking; Operations management","score_opus":0.021177767508911,"score_gpt":0.2950007977061865,"score_spread":0.2738230301972755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4282983148","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":[0.5429669,0.0010031967,0.29998398,0.01776961,0.00015999339,0.00031306624,0.000018235409,0.0002448146,0.13754025],"genre_scores_gemma":[0.97623765,0.00013467528,0.021782523,0.00013709166,0.000013075035,0.00009316958,0.0000071568115,0.000040605304,0.0015540568],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.94120127,0.04851401,0.0015135251,0.0022394708,0.0044673313,0.0020642977],"domain_scores_gemma":[0.89370704,0.08216501,0.0054578925,0.009345019,0.0048217615,0.0045032874],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.05025431,0.00078970456,0.00090604805,0.0025330745,0.0067424215,0.020431235,0.0032410794,0.0039059138,0.0058633927],"category_scores_gemma":[0.094289474,0.0009852669,0.0009848844,0.00152965,0.030497823,0.025071032,0.018178744,0.0064534354,0.000837989],"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":[0.00026380958,0.0001989348,0.011235883,0.00022938168,0.000043625307,0.0007726041,0.28133774,0.0018463788,0.0028059348,0.66448003,0.00040434964,0.03638127],"study_design_scores_gemma":[0.00021905689,0.00043014335,0.005040834,0.0006086034,0.00008398771,0.0012411366,0.20381702,0.019194596,0.004224571,0.72515756,0.03987002,0.00011245991],"about_ca_topic_score_codex":0.00087448186,"about_ca_topic_score_gemma":0.0009596057,"teacher_disagreement_score":0.9932576,"about_ca_system_score_codex":0.003238533,"about_ca_system_score_gemma":0.0067276754,"threshold_uncertainty_score":0.26577342},"labels":[],"label_agreement":null},{"id":"W4283019870","doi":"10.21606/drs.2022.349","title":"It’s complicated: Dewey, Schön and reflection-in-action","year":2022,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Design Education and Practice","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal; Université du Québec à Chicoutimi","funders":"","keywords":"Pragmatism; Conversation; Reflection (computer programming); Action (physics); Meaning (existential); Epistemology; Representation (politics); Work (physics); Process (computing); Computer science; Sociology; Philosophy; Communication; Programming language; Physics; Quantum mechanics; Political science","score_opus":0.04578698151092276,"score_gpt":0.3003576568214776,"score_spread":0.25457067531055483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4283019870","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":[0.05972863,0.047081277,0.33213818,0.14763172,0.0036154669,0.0001717385,0.00007281353,0.0004735715,0.40908664],"genre_scores_gemma":[0.9232991,0.008238194,0.039844617,0.006257863,0.0005976598,0.0002581014,0.000039933326,0.00026551465,0.021199012],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9811849,0.013657582,0.0005747855,0.0016440334,0.001832931,0.0011056944],"domain_scores_gemma":[0.97986823,0.01485038,0.001100863,0.0023773494,0.0011700026,0.0006332851],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.015931962,0.00087977,0.0007102993,0.0021300714,0.006956967,0.009698309,0.0012541428,0.0042428277,0.0031077066],"category_scores_gemma":[0.026800891,0.00059184426,0.00085800776,0.0026353574,0.066465825,0.02271129,0.0079951845,0.0065960055,0.0006725339],"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":[0.00004012329,0.000014480271,0.00022849321,0.000087029075,0.000007935586,0.000077583805,0.032423943,0.00030362548,0.00021228923,0.9540535,0.002102227,0.010448749],"study_design_scores_gemma":[0.000021884363,0.00004092384,0.00025064754,0.00030517785,0.0000149853495,0.00021808913,0.011150919,0.00080211076,0.00056600716,0.8754724,0.111118235,0.000038481292],"about_ca_topic_score_codex":0.0050411765,"about_ca_topic_score_gemma":0.0027980371,"teacher_disagreement_score":0.015931962,"about_ca_system_score_codex":0.0070273113,"about_ca_system_score_gemma":0.00531251,"threshold_uncertainty_score":0.084257305},"labels":[],"label_agreement":null},{"id":"W4283022858","doi":"10.21606/drs.2022.196","title":"Technologies and collaborative services proximity in the smart cities: Distributed ledger as a push for new relationships","year":2022,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Högskolan i Borås; Universiteit Hasselt; Universidade Federal de Minas Gerais; Universiteit Antwerpen; National Taiwan University; Syddansk Universitet; Istanbul Teknik Üniversitesi; Southwest University; Euskal Herriko Unibertsitatea; Aalto-Yliopisto; University of Twente; University of Brighton; Royal College of Art; Orta Doğu Teknik Üniversitesi; Hunan University; University of Tasmania; Cyprus University of Technology; Technische Universiteit Delft; Loughborough University; University of Southampton; National Taiwan University of Science and Technology; University of New South Wales; Umeå Universitet; Massachusetts Institute of Technology; Linköpings Universitet; University of Cyprus; Northumbria University; University of the Arts London; University of Cambridge; University of Waikato; Swinburne University of Technology; McGill University; Auckland University of Technology, New Zealand; Arizona State University; University of Tsukuba; University of Warwick; Grand Valley State University; Queen Mary University of London","keywords":"Facilitator; Context (archaeology); Distributed ledger; Computer science; Knowledge management; Scale (ratio); Business; Process management; Computer security; Blockchain; Political science; Geography","score_opus":0.01437284404613406,"score_gpt":0.21179770189995129,"score_spread":0.19742485785381722,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4283022858","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":[0.319453,0.002723707,0.15870513,0.03424629,0.00039738882,0.00028616335,0.0001022329,0.00063105224,0.4834551],"genre_scores_gemma":[0.9658648,0.00077546324,0.015140635,0.0005838351,0.000052108462,0.00012498167,0.00003073306,0.000065363885,0.01736211],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9950045,0.003391394,0.00013390649,0.00050943415,0.0005720304,0.00038875273],"domain_scores_gemma":[0.9954804,0.0021856385,0.0003898492,0.00078955805,0.0002684533,0.00088609324],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004318453,0.00040073387,0.00035213938,0.0014857379,0.0056223953,0.014229153,0.0012139289,0.0028417355,0.009771604],"category_scores_gemma":[0.005757358,0.00044444646,0.0005138291,0.0017803014,0.014347391,0.01870783,0.012194437,0.0019626298,0.0010832786],"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":[0.00007765257,0.00013052193,0.0031423378,0.00017996437,0.000022870456,0.0007532524,0.052370474,0.0022585166,0.0014187851,0.8946252,0.0032793817,0.04174104],"study_design_scores_gemma":[0.00013067425,0.00027989602,0.0024235486,0.00027709984,0.0000532034,0.0008082533,0.06988842,0.008744725,0.0016023024,0.5994338,0.3162814,0.000076613185],"about_ca_topic_score_codex":0.0023022231,"about_ca_topic_score_gemma":0.0030290098,"teacher_disagreement_score":0.014229153,"about_ca_system_score_codex":0.0034309404,"about_ca_system_score_gemma":0.0027119534,"threshold_uncertainty_score":0.032689333},"labels":[],"label_agreement":null},{"id":"W4386736479","doi":"10.21606/drs.2022.913","title":"Editorial: DRS2022 Labs","year":2022,"lang":"en","type":"editorial","venue":"Proceedings of DRS","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","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 Alberta","funders":"","keywords":"Key (lock); Living lab; Cultural heritage; Library science; Political science; Engineering; Engineering ethics; Engineering management; Sociology; Computer science; World Wide Web","score_opus":0.009447317064711809,"score_gpt":0.22357565314373418,"score_spread":0.21412833607902237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386736479","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000042588526,0.0022955632,0.0000892341,0.053691234,0.93939704,0.00004771249,0.00008127415,0.00009844137,0.004256871],"genre_scores_gemma":[0.0006458169,0.0026841608,0.00013645079,0.04779217,0.92151314,0.00007632139,0.00009803647,0.00007383143,0.026980015],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99530596,0.0006633496,0.00048611182,0.0005056991,0.0026725086,0.00036640003],"domain_scores_gemma":[0.98746747,0.003351723,0.00072413444,0.00038683254,0.0056348015,0.0024350747],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005995517,0.004187882,0.0027666101,0.003682562,0.004503482,0.009430711,0.0042355517,0.022562623,0.028751547],"category_scores_gemma":[0.024258958,0.0011900726,0.0025102142,0.0018314674,0.0025155677,0.0052674594,0.0016471737,0.020802611,0.028562993],"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":[0.000018122744,0.000007692345,0.000010144805,0.000061625295,0.0000043758655,0.00007359022,0.0000042938937,0.000011373611,0.000023651804,0.00013670228,0.9979906,0.0016578237],"study_design_scores_gemma":[0.000046048437,0.000015364878,0.00015556904,0.00020164449,0.000015641603,0.0001255436,0.000026095346,0.00008078362,0.000067768524,0.00041676054,0.99883753,0.000011255657],"about_ca_topic_score_codex":0.0026969907,"about_ca_topic_score_gemma":0.0075204624,"teacher_disagreement_score":0.028751547,"about_ca_system_score_codex":0.0040592547,"about_ca_system_score_gemma":0.004299653,"threshold_uncertainty_score":0.09618354},"labels":[],"label_agreement":null},{"id":"W4399713206","doi":"10.21606/drs.2024.649","title":"Expertise profiling in design schools: A theoretical framework","year":2024,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Competency Development and Evaluation","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Profiling (computer programming); Computer science; Data science; Programming language","score_opus":0.03995701482751956,"score_gpt":0.3498929062497474,"score_spread":0.3099358914222278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399713206","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11945451,0.0029906102,0.46913218,0.042264357,0.00022786626,0.00085959997,0.00025836323,0.00027879034,0.36453354],"genre_scores_gemma":[0.913983,0.0008993311,0.078491196,0.00078479515,0.00009399448,0.0006898246,0.00009944056,0.000032765067,0.004925654],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9901543,0.006144959,0.00044301123,0.0009374497,0.0013445364,0.0009757636],"domain_scores_gemma":[0.9879038,0.0069634225,0.0013462794,0.0006346181,0.0017566441,0.0013952097],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009502883,0.00074539374,0.00045976407,0.010590606,0.007057166,0.011669778,0.0023014883,0.0039036106,0.0056524635],"category_scores_gemma":[0.013849288,0.00066898187,0.0007303411,0.0042334064,0.029542651,0.013080667,0.008550146,0.0030089896,0.0010033074],"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":[0.000007745028,0.000057998426,0.0034567718,0.000049714105,0.00000379292,0.00008221875,0.014337339,0.0006668194,0.00008981764,0.96817625,0.00075593113,0.012315619],"study_design_scores_gemma":[0.000027143193,0.000051270104,0.0033375192,0.00034541925,0.000011692449,0.00032804327,0.035826467,0.009290766,0.00022488071,0.9235498,0.026967686,0.00003920166],"about_ca_topic_score_codex":0.0070322035,"about_ca_topic_score_gemma":0.00550013,"teacher_disagreement_score":0.011669778,"about_ca_system_score_codex":0.010108688,"about_ca_system_score_gemma":0.008271488,"threshold_uncertainty_score":0.07334405},"labels":[],"label_agreement":null},{"id":"W4399713244","doi":"10.21606/drs.2024.707","title":"Design for social prescribing: bridging silos for health promotion","year":2024,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Art Therapy and Mental Health","field":"Arts and Humanities","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":"Bridging (networking); Information silo; Workplace health promotion; Computer science; Business; Health promotion; Computer security; Public health; Engineering; Medicine; Nursing; Silo; Mechanical engineering","score_opus":0.15814081587128742,"score_gpt":0.343478163717185,"score_spread":0.18533734784589756,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399713244","genre_codex":"methods","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":[0.07023177,0.0015241809,0.8195598,0.02108218,0.0007008334,0.004795975,0.00017094192,0.001344329,0.08058983],"genre_scores_gemma":[0.33204532,0.00080510497,0.65336555,0.001751079,0.00009903446,0.0036662978,0.00014524272,0.0003281808,0.0077942456],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9345265,0.056705207,0.0017106518,0.002654812,0.0027804696,0.0016224439],"domain_scores_gemma":[0.9457667,0.037342794,0.002395424,0.00850434,0.002767427,0.0032232879],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.062044904,0.0016028289,0.00075050665,0.0027778377,0.006887159,0.009774368,0.0028431003,0.0030312135,0.0100114625],"category_scores_gemma":[0.03901827,0.0012085214,0.0016369037,0.0013753826,0.014948081,0.011099751,0.013106331,0.003920026,0.001531541],"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":[0.00037645365,0.0018145568,0.009600337,0.0027969568,0.00014472585,0.00063653,0.18557915,0.009802983,0.005446171,0.4998608,0.008975827,0.27496552],"study_design_scores_gemma":[0.00040828044,0.0017586998,0.0034852128,0.0037855296,0.00017219003,0.00054066215,0.07833676,0.020237222,0.005651434,0.559898,0.3255532,0.00017288291],"about_ca_topic_score_codex":0.0014076995,"about_ca_topic_score_gemma":0.0027509285,"teacher_disagreement_score":0.062044904,"about_ca_system_score_codex":0.006563569,"about_ca_system_score_gemma":0.013877586,"threshold_uncertainty_score":0.32812876},"labels":[],"label_agreement":null},{"id":"W4399713272","doi":"10.21606/drs.2024.1083","title":"Designing Sound for Public Spaces Through a Research-Creation Collaboration Framework","year":2024,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Interdisciplinary Research in Music Media and Technology","funders":"","keywords":"Sound (geography); Computer science; Acoustics; Physics","score_opus":0.08686647111548686,"score_gpt":0.36854908166442174,"score_spread":0.2816826105489349,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399713272","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.028909823,0.0008091509,0.91566885,0.006553313,0.00018101215,0.0028989757,0.000101982216,0.0011633353,0.043713648],"genre_scores_gemma":[0.22713156,0.0003021847,0.7660024,0.0003560324,0.00004708243,0.002438699,0.00011360623,0.000114909555,0.0034935316],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9034751,0.07825954,0.002969184,0.005024545,0.0066154567,0.0036562604],"domain_scores_gemma":[0.92867297,0.04929878,0.0028672335,0.009806167,0.0036646398,0.0056903167],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.093192905,0.0021651646,0.0012349637,0.007156166,0.011667546,0.018981606,0.0066773174,0.006163428,0.0060511027],"category_scores_gemma":[0.042702284,0.0013245001,0.0023767247,0.0036099416,0.02559896,0.01882307,0.028115796,0.0041941563,0.0014429931],"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":[0.00020765622,0.0013699724,0.0040982305,0.0016750058,0.00011676486,0.0013564902,0.14522356,0.01106432,0.007794494,0.6728239,0.0040254,0.15024424],"study_design_scores_gemma":[0.00047990627,0.0010681491,0.0023789688,0.0016249178,0.00019057738,0.0019046911,0.11575297,0.029872514,0.008206232,0.5736296,0.2645899,0.00030159892],"about_ca_topic_score_codex":0.0024288404,"about_ca_topic_score_gemma":0.004736958,"teacher_disagreement_score":0.093192905,"about_ca_system_score_codex":0.008679038,"about_ca_system_score_gemma":0.02381261,"threshold_uncertainty_score":0.4928571},"labels":[],"label_agreement":null},{"id":"W4399713314","doi":"10.21606/drs.2024.901","title":"Workplace wellbeing and interior design: A systematic literature review","year":2024,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Facilities and Workplace Management","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Systematic review; Affect (linguistics); Applied psychology; Workplace safety; Work (physics); Psychology; Knowledge management; Computer science; Engineering; Occupational safety and health; MEDLINE; Medicine; Political science","score_opus":0.014234388074459857,"score_gpt":0.2742459217777018,"score_spread":0.2600115337032419,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399713314","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":[0.0010661737,0.9959099,0.000576823,0.0004922155,0.00021143956,0.0009730928,0.0003194765,0.000013096099,0.00043787467],"genre_scores_gemma":[0.010204549,0.9839161,0.0027734155,0.00066019234,0.000109987144,0.0018970993,0.00024274844,0.0000088111265,0.00018709409],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9787734,0.008585961,0.006816745,0.0009947628,0.0042952513,0.00053380785],"domain_scores_gemma":[0.94032615,0.04009107,0.008973964,0.0012576971,0.00861622,0.0007349625],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.021505227,0.0019931279,0.007320658,0.023017123,0.0015101978,0.0037106974,0.002195837,0.0029832956,0.0044691013],"category_scores_gemma":[0.08146804,0.0015202275,0.0075194654,0.017178535,0.0014948396,0.003993272,0.0030279674,0.0016730783,0.00057191035],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012595514,0.000043878696,0.00067004305,0.91942364,0.0027181683,0.0001779146,0.0006040982,0.00012580195,0.00020411299,0.00038686587,0.00258553,0.072934],"study_design_scores_gemma":[0.00008652758,0.00017141647,0.0017840121,0.96644294,0.012078427,0.0003359486,0.0005748337,0.00006265356,0.0001388456,0.00029643797,0.017990982,0.00003686024],"about_ca_topic_score_codex":0.008224997,"about_ca_topic_score_gemma":0.029093226,"teacher_disagreement_score":0.023017123,"about_ca_system_score_codex":0.0052789417,"about_ca_system_score_gemma":0.031365953,"threshold_uncertainty_score":0.11373186},"labels":[],"label_agreement":null},{"id":"W4399713315","doi":"10.21606/drs.2024.627","title":"Exploring the role of design for organizational learning in community interactions","year":2024,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","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 Alberta","funders":"","keywords":"Knowledge management; Computer science; Human–computer interaction","score_opus":0.07912932683251743,"score_gpt":0.2568648248179098,"score_spread":0.17773549798539234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399713315","genre_codex":"methods","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":[0.267098,0.0018425588,0.57815593,0.012101684,0.00026126724,0.0005813347,0.00006404846,0.0004328901,0.13946229],"genre_scores_gemma":[0.89358884,0.0004929703,0.100007184,0.00044593314,0.000027683669,0.00040667705,0.00003243795,0.00009580043,0.0049024075],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9795583,0.01757329,0.0003468066,0.0008248238,0.0009770428,0.0007197498],"domain_scores_gemma":[0.9471673,0.045183696,0.001605583,0.0037906254,0.0012235063,0.0010292433],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01678956,0.0007355511,0.00044098464,0.0014425932,0.0041587,0.01351102,0.0020676563,0.002942347,0.007615634],"category_scores_gemma":[0.030247254,0.00074722606,0.0010349888,0.00091930485,0.019539304,0.012657302,0.008066077,0.0024183393,0.00079540315],"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":[0.00020601797,0.000518141,0.009294091,0.001466213,0.00007282281,0.00059382967,0.20236371,0.008116468,0.004316778,0.670599,0.0014765576,0.10097642],"study_design_scores_gemma":[0.00025335207,0.00092461,0.004435479,0.0014963284,0.00014703222,0.0011259657,0.09671662,0.027191885,0.005561446,0.6838032,0.17821212,0.00013188168],"about_ca_topic_score_codex":0.0014620682,"about_ca_topic_score_gemma":0.0019720795,"teacher_disagreement_score":0.01678956,"about_ca_system_score_codex":0.0034775913,"about_ca_system_score_gemma":0.00390215,"threshold_uncertainty_score":0.08879274},"labels":[],"label_agreement":null},{"id":"W4399713332","doi":"10.21606/drs.2024.921","title":"Unleashing collective imagination through controversies: lessons from a smart city project","year":2024,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Canadian Institute of Steel Construction","keywords":"Computer science; Architectural engineering; Sociology; Engineering","score_opus":0.021803939544779855,"score_gpt":0.25789099665552145,"score_spread":0.2360870571107416,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399713332","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":[0.7257041,0.0010547467,0.05882212,0.03765672,0.0002457489,0.00044427163,0.00012468922,0.00038504723,0.17556252],"genre_scores_gemma":[0.9717965,0.0005729797,0.0122739365,0.00092927227,0.00003457514,0.00031047224,0.00006720224,0.00021852493,0.013796595],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.97841805,0.017299544,0.0003882152,0.0012341585,0.0013649872,0.00129512],"domain_scores_gemma":[0.9684465,0.024177419,0.0013149276,0.00264708,0.0012000719,0.002213931],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.027366634,0.0011137055,0.0006960814,0.0017936638,0.020081297,0.018624725,0.0041185045,0.007568075,0.0083335675],"category_scores_gemma":[0.030154813,0.00093016675,0.0009458308,0.0014036507,0.037667546,0.018292133,0.017839603,0.007735732,0.001111099],"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":[0.00011748771,0.00042489695,0.003383651,0.0002970573,0.000035107994,0.0022139254,0.7615834,0.0031594925,0.0012235923,0.19313954,0.0055317925,0.02889011],"study_design_scores_gemma":[0.0001020561,0.00028431468,0.0012305768,0.00038526114,0.00003589401,0.00076269236,0.5675178,0.004092494,0.0023732502,0.16616951,0.256934,0.000112172565],"about_ca_topic_score_codex":0.003469658,"about_ca_topic_score_gemma":0.006031275,"teacher_disagreement_score":0.027366634,"about_ca_system_score_codex":0.0061619654,"about_ca_system_score_gemma":0.0059535094,"threshold_uncertainty_score":0.14473033},"labels":[],"label_agreement":null},{"id":"W4399799988","doi":"10.21606/drs.2024.169","title":"Pluriversal Design as a Paradigm","year":2024,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":3,"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":"Computer science","score_opus":0.009684688043355733,"score_gpt":0.19298094913057592,"score_spread":0.1832962610872202,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399799988","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":[0.007827121,0.004772767,0.28249875,0.032598283,0.002221163,0.00022766255,0.00014501878,0.00055090425,0.6691583],"genre_scores_gemma":[0.498882,0.0076407115,0.22968784,0.009997684,0.0014739104,0.0016588736,0.000531493,0.0016927306,0.24843481],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9778926,0.014254327,0.0009185976,0.0023766707,0.0035245814,0.0010332405],"domain_scores_gemma":[0.989141,0.0051914235,0.0004911084,0.002458166,0.0015805754,0.0011378033],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.017157143,0.0011844526,0.0006592476,0.0019151843,0.008679206,0.022086414,0.0033887622,0.0055295504,0.014997706],"category_scores_gemma":[0.011012013,0.0006969948,0.0013265143,0.002005593,0.033054955,0.024502069,0.013132199,0.0062158937,0.0036016928],"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":[0.000003553372,0.0000056854847,0.000036316087,0.00003633202,0.0000014615059,0.000019943554,0.002455502,0.00011364715,0.00005521447,0.9895934,0.0024088316,0.0052701705],"study_design_scores_gemma":[0.000008696067,0.000016450083,0.00003862153,0.00017960073,0.0000047045987,0.000112461494,0.0019667738,0.00065280305,0.00026315765,0.5454952,0.4512485,0.000013040518],"about_ca_topic_score_codex":0.002722611,"about_ca_topic_score_gemma":0.0024363918,"teacher_disagreement_score":0.022086414,"about_ca_system_score_codex":0.009479801,"about_ca_system_score_gemma":0.008780582,"threshold_uncertainty_score":0.09073669},"labels":[],"label_agreement":null},{"id":"W4399799998","doi":"10.21606/drs.2024.151","title":"Resisting, Recovering, Reflecting, and Reimagining Design Education","year":2024,"lang":"en","type":"article","venue":"Proceedings of DRS","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":"Mount Royal University","funders":"","keywords":"Computer science","score_opus":0.07431157664643535,"score_gpt":0.4172231649954494,"score_spread":0.3429115883490141,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399799998","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":[0.08819614,0.010238314,0.10186264,0.49129105,0.0024731313,0.00022966876,0.00006411334,0.0010801462,0.30456486],"genre_scores_gemma":[0.8924235,0.0052247094,0.027789794,0.025584336,0.00053691235,0.00030239596,0.000064051754,0.0005213157,0.047552902],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.92827433,0.05577952,0.0019256081,0.0028644195,0.0059143454,0.005241809],"domain_scores_gemma":[0.95054275,0.028769908,0.0030738646,0.010481577,0.0039275624,0.0032043755],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.042057958,0.0012705716,0.0011257002,0.0024315836,0.009549906,0.025451342,0.0039552758,0.0068565463,0.007624868],"category_scores_gemma":[0.0631726,0.00084795227,0.0013516793,0.0014641791,0.09098016,0.036490086,0.026188908,0.019804692,0.0023164505],"study_design_candidate":"qualitative","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":[0.00004937376,0.00015556802,0.0011028717,0.00033375138,0.000018963237,0.00018241369,0.19055018,0.0006262642,0.00048803262,0.7237768,0.014721443,0.067994334],"study_design_scores_gemma":[0.000037932154,0.00013588497,0.0006833071,0.0011994787,0.000028082826,0.00027948504,0.15808825,0.0009781558,0.0015743612,0.43273398,0.40418205,0.00007906313],"about_ca_topic_score_codex":0.003756918,"about_ca_topic_score_gemma":0.003939993,"teacher_disagreement_score":0.042057958,"about_ca_system_score_codex":0.0104580615,"about_ca_system_score_gemma":0.014547326,"threshold_uncertainty_score":0.22242641},"labels":[],"label_agreement":null},{"id":"W4399800002","doi":"10.21606/drs.2024.152","title":"Making in the Digital Era","year":2024,"lang":"en","type":"article","venue":"Proceedings of DRS","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":"Ontario College of Art and Design","funders":"","keywords":"Computer science","score_opus":0.012642222999281335,"score_gpt":0.22759649551002956,"score_spread":0.21495427251074822,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399800002","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":[0.031239942,0.010634523,0.066435985,0.05032553,0.0028279556,0.0000791779,0.00013522837,0.00031009942,0.83801156],"genre_scores_gemma":[0.71924436,0.013199789,0.04248616,0.0074395966,0.0010217585,0.00020305051,0.000237262,0.00026692523,0.21590114],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9959235,0.0023971112,0.00013927235,0.00040084033,0.0008166407,0.00032254963],"domain_scores_gemma":[0.9965544,0.0016707574,0.0001402595,0.00083988294,0.00038453817,0.0004101703],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0050797476,0.00048302233,0.0002790619,0.0011221761,0.003548835,0.01191088,0.00081022753,0.0022624086,0.0138698565],"category_scores_gemma":[0.0059191044,0.00026368746,0.00045494325,0.0012721423,0.01652159,0.013020417,0.008554835,0.003066873,0.0026615264],"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":[0.000015295267,0.000014271122,0.00022025785,0.000072190254,0.000005123459,0.00007640053,0.01049474,0.00031721275,0.00043893702,0.93171495,0.014637886,0.041992754],"study_design_scores_gemma":[0.000004871749,0.000016767934,0.00021958255,0.00016639325,0.000004572614,0.00014396496,0.0058187023,0.0002407777,0.00056707935,0.22942667,0.7633792,0.000011447153],"about_ca_topic_score_codex":0.0017175489,"about_ca_topic_score_gemma":0.0015812764,"teacher_disagreement_score":0.0138698565,"about_ca_system_score_codex":0.0028989208,"about_ca_system_score_gemma":0.0035773981,"threshold_uncertainty_score":0.046399295},"labels":[],"label_agreement":null},{"id":"W4399800103","doi":"10.21606/drs.2024.145","title":"Design for Wellbeing and Happiness","year":2024,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Happiness; Computer science; Psychology; Social psychology","score_opus":0.03942903716697705,"score_gpt":0.32875533351319186,"score_spread":0.2893262963462148,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399800103","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006864509,0.016464457,0.23090418,0.12904371,0.004784596,0.00091410725,0.0004745402,0.0012401537,0.6093099],"genre_scores_gemma":[0.40769526,0.024797909,0.24895811,0.040604543,0.0023240454,0.004746171,0.001033449,0.002069976,0.26777062],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.96007323,0.029755047,0.0014242381,0.002633031,0.0047351164,0.0013793202],"domain_scores_gemma":[0.9835012,0.007522717,0.0009785561,0.0041524726,0.002507541,0.0013375327],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.019438794,0.0016883251,0.00094244536,0.0020972306,0.005622238,0.014769337,0.0021244162,0.0063180723,0.033574507],"category_scores_gemma":[0.027265597,0.00081824773,0.0015955961,0.0017793933,0.024423962,0.012675841,0.014433797,0.005909007,0.011347862],"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":[0.000046150235,0.0000432948,0.00041086113,0.0007825349,0.000033314776,0.000090845606,0.008090355,0.000740939,0.0005080679,0.8970645,0.03553288,0.056656122],"study_design_scores_gemma":[0.000020044721,0.00006412237,0.00026383754,0.00083014194,0.00002259232,0.00019905136,0.0022766984,0.00040078015,0.00044165098,0.27703837,0.71841544,0.000027242444],"about_ca_topic_score_codex":0.0016894821,"about_ca_topic_score_gemma":0.0015613359,"teacher_disagreement_score":0.033574507,"about_ca_system_score_codex":0.005973712,"about_ca_system_score_gemma":0.0067058606,"threshold_uncertainty_score":0.11231786},"labels":[],"label_agreement":null},{"id":"W4404066393","doi":"10.21606/drs.2024.1579","title":"Doctoral education in design. The administrative challenges","year":2024,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science; Engineering management; Knowledge management; Engineering","score_opus":0.30536381132074886,"score_gpt":0.49650025492107813,"score_spread":0.19113644360032928,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404066393","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":"incentives","model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":"incentives","domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0020496906,0.042225275,0.013390413,0.8490638,0.009638754,0.000035755525,0.00003881081,0.000115454255,0.083441995],"genre_scores_gemma":[0.40705544,0.08512062,0.046397187,0.2503652,0.035670385,0.00084117986,0.0001519333,0.0006754618,0.17372268],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.95212287,0.03309439,0.001681119,0.0024132496,0.008241901,0.002446485],"domain_scores_gemma":[0.80826515,0.13244835,0.0048892293,0.01546386,0.017783523,0.021149933],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.11708489,0.00073011813,0.0012947756,0.0023017554,0.013566948,0.025903014,0.0026408287,0.014540437,0.0263527],"category_scores_gemma":[0.11481576,0.0009933572,0.00086086744,0.0020242753,0.03752073,0.021251023,0.010841829,0.01859146,0.005028075],"study_design_candidate":"qualitative","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":[0.000033277218,0.000104988445,0.0004261036,0.00029851435,0.000014784854,0.00006338165,0.003180605,0.00029725416,0.00010973814,0.7860709,0.130804,0.07859651],"study_design_scores_gemma":[0.000029629791,0.000050844777,0.0005414923,0.0006707979,0.0000067224614,0.00011812062,0.0048604812,0.00035701093,0.00012516315,0.48993903,0.5032744,0.000026210015],"about_ca_topic_score_codex":0.0041922987,"about_ca_topic_score_gemma":0.009817597,"teacher_disagreement_score":0.88291514,"about_ca_system_score_codex":0.011466441,"about_ca_system_score_gemma":0.0340089,"threshold_uncertainty_score":0.6192115},"labels":[],"label_agreement":null},{"id":"W4411299663","doi":"10.21606/drs.2008.88","title":"Designing Design Learning: A Case Study","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","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":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","score_opus":0.0263737856166946,"score_gpt":0.2714756258771088,"score_spread":0.24510184026041418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411299663","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":[0.72491217,0.0026951826,0.092046015,0.017522868,0.0004733365,0.003939405,0.0004913247,0.00034583404,0.15757392],"genre_scores_gemma":[0.891798,0.002458943,0.06192577,0.002919726,0.00010461531,0.0015636255,0.00024111308,0.00018681666,0.03880149],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.98144895,0.013512745,0.0006237927,0.0009996991,0.0020374227,0.0013773617],"domain_scores_gemma":[0.9806111,0.013794203,0.000806622,0.0014195836,0.0008323142,0.0025362312],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.014282397,0.0011991771,0.0009541925,0.0024827938,0.012542026,0.006947683,0.0043789363,0.008589399,0.0077793947],"category_scores_gemma":[0.020461759,0.0009170312,0.00096968305,0.0028692547,0.007973268,0.0046628052,0.0076457006,0.006062008,0.0020070367],"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":[0.00033135075,0.0049975435,0.008100794,0.0012216584,0.000051800347,0.04913477,0.73552763,0.0028324407,0.0038940958,0.06270729,0.014284276,0.116916336],"study_design_scores_gemma":[0.00021314273,0.001413427,0.0036600404,0.0010483462,0.00004415508,0.0249855,0.5289533,0.004160706,0.005030404,0.014665227,0.4157003,0.00012537988],"about_ca_topic_score_codex":0.0036082577,"about_ca_topic_score_gemma":0.010602449,"teacher_disagreement_score":0.014282397,"about_ca_system_score_codex":0.0060722707,"about_ca_system_score_gemma":0.0047483966,"threshold_uncertainty_score":0.07553339},"labels":[],"label_agreement":null},{"id":"W4411299690","doi":"10.21606/drs.2008.105","title":"Co-design in Public Spaces: an Interdisciplinary Approach to Street Furniture Development","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Architecture, Design, and Social History","field":"Arts and Humanities","cited_by":5,"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":"Architectural engineering; Computer science; Business; Engineering","score_opus":0.04833620770235962,"score_gpt":0.2643531662077725,"score_spread":0.21601695850541286,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411299690","genre_codex":"methods","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":[0.04223593,0.008224837,0.68259233,0.012930663,0.00041252747,0.0005535927,0.000037551865,0.0001963339,0.25281623],"genre_scores_gemma":[0.70981824,0.0047811917,0.24800885,0.00089889107,0.00015920315,0.000736355,0.000059065766,0.0001419136,0.035396345],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.98573154,0.011199929,0.00032916834,0.0008313302,0.0013725213,0.00053560245],"domain_scores_gemma":[0.9935917,0.0039357035,0.00032955347,0.0010280514,0.0005928705,0.00052213215],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00963312,0.0010556943,0.0006822239,0.0049974406,0.0061474894,0.015134892,0.0031659096,0.0036772264,0.0054678796],"category_scores_gemma":[0.005226662,0.00074525946,0.001141464,0.0030967982,0.02537401,0.007929212,0.011517174,0.002782949,0.0006994115],"study_design_candidate":"qualitative","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":[0.0000254879,0.0001528268,0.0014771409,0.0006590194,0.000056543708,0.00055866304,0.054884218,0.0046903756,0.0010437863,0.87405914,0.0018287128,0.06056407],"study_design_scores_gemma":[0.000033399527,0.00020610525,0.0015602744,0.00094023434,0.00006822105,0.0014867662,0.098682426,0.010197308,0.002408406,0.5721389,0.3122076,0.00007035615],"about_ca_topic_score_codex":0.0015515124,"about_ca_topic_score_gemma":0.0034705703,"teacher_disagreement_score":0.015134892,"about_ca_system_score_codex":0.0071167303,"about_ca_system_score_gemma":0.00543814,"threshold_uncertainty_score":0.051635742},"labels":[],"label_agreement":null},{"id":"W4411299956","doi":"10.21606/drs.2008.127","title":"Interdisciplinary Design: The Need for Collaboration to Foster Technological Innovation to Create Competitive and Sustainable Products.","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Innovation management; Knowledge management; Business; Engineering management; Computer science; Engineering","score_opus":0.017437185294603984,"score_gpt":0.28492098017950723,"score_spread":0.26748379488490326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411299956","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":[0.07466645,0.05415881,0.19047482,0.20382278,0.0059342175,0.0001632454,0.00009332278,0.00048647137,0.4701999],"genre_scores_gemma":[0.77888787,0.03066987,0.08512743,0.015762085,0.0017746805,0.00029841703,0.00013071846,0.00022144918,0.08712754],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9914376,0.005611551,0.00022672725,0.00055004004,0.0015603733,0.000613787],"domain_scores_gemma":[0.99110657,0.004829406,0.0005019565,0.0009583216,0.00072740635,0.0018762418],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009412638,0.00043601362,0.0004047499,0.00097333186,0.0036428168,0.010161083,0.0010862144,0.0040755398,0.014814986],"category_scores_gemma":[0.008042856,0.00037902864,0.0004572074,0.0010024197,0.008043157,0.0061357506,0.009317584,0.0034751531,0.0025463714],"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":[0.00010589871,0.00023969074,0.0028234662,0.0012546855,0.000073837764,0.0005833346,0.017360408,0.0017153703,0.002797465,0.51401377,0.08155541,0.37747663],"study_design_scores_gemma":[0.000024495208,0.000107618915,0.0013884584,0.00087712274,0.000025338848,0.00068275316,0.01863538,0.001357176,0.0010801617,0.36679235,0.60899174,0.000037377245],"about_ca_topic_score_codex":0.000659657,"about_ca_topic_score_gemma":0.0019138041,"teacher_disagreement_score":0.014814986,"about_ca_system_score_codex":0.0024476561,"about_ca_system_score_gemma":0.006822323,"threshold_uncertainty_score":0.049779356},"labels":[],"label_agreement":null},{"id":"W4411307290","doi":"10.21606/drs.2014.74","title":"Designing Affiliative Objects: Investigating the Affiliations of Medical Identification Jewellery","year":2014,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Innovative Human-Technology Interaction","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":"Identification (biology); Human–computer interaction; Computer science; Psychology; Biology","score_opus":0.021114140657374224,"score_gpt":0.2778950558662477,"score_spread":0.2567809152088735,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411307290","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":[0.8924408,0.00026115545,0.06315618,0.001503293,0.00008271046,0.0012562873,0.000047606907,0.0001469047,0.041105077],"genre_scores_gemma":[0.94582266,0.00013781624,0.047736492,0.00028761255,0.000011219944,0.0013292622,0.000041853982,0.000048438993,0.0045845266],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9697267,0.025548887,0.00054137653,0.0010808222,0.0018454804,0.0012567884],"domain_scores_gemma":[0.9667914,0.023351166,0.0031964213,0.0025111872,0.0022023548,0.0019474641],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02495266,0.0007223216,0.00036547275,0.0019583576,0.007939451,0.0069712615,0.0023302776,0.0022112476,0.0048434236],"category_scores_gemma":[0.03543102,0.00076762843,0.0005178262,0.0010512492,0.013325042,0.0064670336,0.007941536,0.0012857114,0.0006659013],"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":[0.0002714829,0.00056144065,0.03488968,0.00086232583,0.000026557731,0.0010760848,0.8413575,0.0005482887,0.007931,0.05254401,0.0014267742,0.05850484],"study_design_scores_gemma":[0.00014268563,0.0019633921,0.033545304,0.00072379,0.00009156472,0.00086403056,0.8290175,0.0019702828,0.008966303,0.013786256,0.108783975,0.00014487871],"about_ca_topic_score_codex":0.0041856887,"about_ca_topic_score_gemma":0.008476422,"teacher_disagreement_score":0.02495266,"about_ca_system_score_codex":0.006733958,"about_ca_system_score_gemma":0.0072377473,"threshold_uncertainty_score":0.13196391},"labels":[],"label_agreement":null},{"id":"W4411307645","doi":"10.21606/drs.2014.2","title":"Learning from others: A five-year experience on teaching empathic design","year":2014,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Design Education and Practice","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Montréal; Université Laval","funders":"","keywords":"Computer science; Empathy; Mathematics education; Human–computer interaction; Psychology; Social psychology","score_opus":0.022530886918935754,"score_gpt":0.2533669983163276,"score_spread":0.23083611139739182,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411307645","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":[0.9596751,0.0012493873,0.010639976,0.0044732997,0.00062081043,0.0007753129,0.00017056738,0.00055208517,0.021843465],"genre_scores_gemma":[0.9529783,0.0014089915,0.01036853,0.0018250996,0.00025112563,0.00042717071,0.00032275904,0.00038008427,0.03203792],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9820402,0.008834586,0.0005259139,0.0014037063,0.0020163716,0.0051793028],"domain_scores_gemma":[0.9724248,0.006615379,0.0009423728,0.0015017219,0.002187411,0.01632828],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02087324,0.0024737902,0.0018103841,0.0024855672,0.016101832,0.008504855,0.005856384,0.0057276418,0.007956845],"category_scores_gemma":[0.019774018,0.0015821808,0.0016458734,0.0018253687,0.00906213,0.004564274,0.019622358,0.0072332467,0.003045147],"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":[0.00042302077,0.008489856,0.0066304835,0.0006203219,0.00006842813,0.0047436208,0.8773847,0.000716795,0.0045298967,0.0029430494,0.012756305,0.0806934],"study_design_scores_gemma":[0.00021954419,0.0057250885,0.014748538,0.0006519241,0.00008082983,0.004196493,0.76015645,0.0017863172,0.005955024,0.0024759592,0.20374064,0.00026313588],"about_ca_topic_score_codex":0.0029242465,"about_ca_topic_score_gemma":0.008458755,"teacher_disagreement_score":0.02087324,"about_ca_system_score_codex":0.004006113,"about_ca_system_score_gemma":0.0040837196,"threshold_uncertainty_score":0.11038953},"labels":[],"label_agreement":null},{"id":"W4411307783","doi":"10.21606/drs.2010.104","title":"Misfits, Balance, Requirements, and Systems: Thoughts on Alexander’s Notes on the Synthesis of Form","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","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":"Toronto Metropolitan University","funders":"","keywords":"Balance (ability); Computer science; Psychology","score_opus":0.026209932610603115,"score_gpt":0.25310728968960344,"score_spread":0.22689735707900033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411307783","genre_codex":"methods","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":[0.031015668,0.009548628,0.5414805,0.095855534,0.0012428456,0.00010974661,0.000097811455,0.00047612685,0.32017317],"genre_scores_gemma":[0.83924294,0.00395289,0.10717784,0.004641615,0.00054073543,0.00022395478,0.00005122669,0.00026750428,0.04390134],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99247146,0.0043439046,0.00041824247,0.0005819936,0.0018151172,0.00036923974],"domain_scores_gemma":[0.99432075,0.0039675385,0.00032371082,0.00054652855,0.00065138243,0.00019017205],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008035749,0.0008697481,0.0004705534,0.0029554232,0.0029070543,0.0063901553,0.0011495441,0.0026706718,0.0035989508],"category_scores_gemma":[0.009311966,0.0006282545,0.0007141743,0.001647918,0.036569912,0.012352192,0.0049817283,0.0044409167,0.00071467715],"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":[0.00000880905,0.0000043915584,0.00009253035,0.000027362252,0.000002384584,0.000038447957,0.00531875,0.0005934275,0.00012664223,0.98425573,0.0020440463,0.007487447],"study_design_scores_gemma":[0.000010191154,0.000034520643,0.0001198341,0.00008960107,0.0000054042903,0.00016732405,0.0027232775,0.0013257912,0.0004425145,0.8579101,0.13715136,0.000020069418],"about_ca_topic_score_codex":0.002794411,"about_ca_topic_score_gemma":0.0018590081,"teacher_disagreement_score":0.008035749,"about_ca_system_score_codex":0.0054060486,"about_ca_system_score_gemma":0.0020978963,"threshold_uncertainty_score":0.042497635},"labels":[],"label_agreement":null},{"id":"W4411307799","doi":"10.21606/drs.2010.101","title":"Empreintes lumineuses nocturnes : Codes et représentations simplifiées appliquées au design de l’éclairage architectural et urbain","year":2010,"lang":"fr","type":"article","venue":"Proceedings of DRS","topic":"Impact of Light on Environment and Health","field":"Environmental Science","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":"Université Laval","funders":"","keywords":"Computer science; Art; Humanities","score_opus":0.019724064729537936,"score_gpt":0.3198136899049236,"score_spread":0.3000896251753857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411307799","genre_codex":"methods","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":[0.014287006,0.00007814054,0.9815726,0.00009308251,0.000027631972,0.00007107676,0.000036018337,0.0010961192,0.002738339],"genre_scores_gemma":[0.14697725,0.00019355578,0.8444828,0.00005932289,0.000011821615,0.00023003979,0.00015991037,0.00059051486,0.00729481],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9981975,0.0005038332,0.00010374483,0.0002801626,0.00079893373,0.00011587555],"domain_scores_gemma":[0.99637103,0.0018147805,0.00027225228,0.0008181261,0.00064980774,0.000074021395],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015853861,0.0010707955,0.00063827983,0.0009715308,0.00077720085,0.0034474554,0.0011720039,0.0012228884,0.006418009],"category_scores_gemma":[0.0073286635,0.0008743015,0.0011447202,0.0006159798,0.0017962175,0.002921489,0.0017979831,0.001534376,0.0011536265],"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":[0.0004973531,0.00017133402,0.0046956316,0.0010276778,0.000115200244,0.00062663824,0.01320553,0.1645778,0.15340653,0.17530468,0.0037551976,0.48261636],"study_design_scores_gemma":[0.00010154064,0.00032477328,0.0023407126,0.000354483,0.00011805844,0.0005342166,0.0024230962,0.66554344,0.15356189,0.05251253,0.12199409,0.00019116158],"about_ca_topic_score_codex":0.0053270585,"about_ca_topic_score_gemma":0.0054881033,"teacher_disagreement_score":0.006418009,"about_ca_system_score_codex":0.0009915408,"about_ca_system_score_gemma":0.0010755652,"threshold_uncertainty_score":0.021470428},"labels":[],"label_agreement":null},{"id":"W4411307801","doi":"10.21606/drs.2010.2","title":"A Survey of Definition and its Role in Strengthening Design Theory","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","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 Alberta","funders":"","keywords":"Computer science","score_opus":0.03322720257857442,"score_gpt":0.24716091241341334,"score_spread":0.21393370983483892,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411307801","genre_codex":"review","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":[0.0044720126,0.643573,0.17646487,0.06711787,0.0031348446,0.00018168264,0.000202102,0.00027417723,0.10457955],"genre_scores_gemma":[0.10691692,0.72115964,0.1390505,0.015881836,0.0035976793,0.0009807511,0.00045963895,0.000592363,0.011360686],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.953065,0.029186841,0.0038503443,0.0033707204,0.00950444,0.0010226917],"domain_scores_gemma":[0.9118287,0.07263245,0.0024048593,0.004160395,0.008129244,0.000844396],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.043812953,0.0019507804,0.0030777962,0.019333256,0.004288102,0.014930799,0.0037673244,0.0057052285,0.0068754475],"category_scores_gemma":[0.05613126,0.001768584,0.0014961354,0.024412679,0.031999413,0.04031888,0.006719376,0.009594538,0.002017359],"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":[0.000026271055,0.000032785585,0.00051269226,0.0017461776,0.000014135643,0.000050168957,0.003218628,0.0004858741,0.00010002459,0.90601665,0.009952401,0.077844076],"study_design_scores_gemma":[0.000015048408,0.00006355393,0.0006039316,0.006119186,0.000012181413,0.00029021053,0.0029704238,0.0012815256,0.00027263665,0.48547179,0.5028413,0.00005817915],"about_ca_topic_score_codex":0.0040065716,"about_ca_topic_score_gemma":0.0026115505,"teacher_disagreement_score":0.043812953,"about_ca_system_score_codex":0.016524378,"about_ca_system_score_gemma":0.007877598,"threshold_uncertainty_score":0.23170775},"labels":[],"label_agreement":null},{"id":"W4411307806","doi":"10.21606/drs.2010.91","title":"Designing for Cultural Diversity: Participatory Design, Immigrant Women and Shared Creativity","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Creativity; Participatory design; Immigration; Diversity (politics); Citizen journalism; Cultural diversity; Sociology; Computer science; Psychology; World Wide Web; Engineering; Social psychology; Anthropology; Political science","score_opus":0.11775363812829032,"score_gpt":0.31560960170322744,"score_spread":0.19785596357493712,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411307806","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":[0.5811458,0.0071851765,0.2420934,0.026300192,0.00096447254,0.00939417,0.00021864504,0.00039365474,0.13230443],"genre_scores_gemma":[0.85701483,0.0024411806,0.1246154,0.0015050137,0.0000700646,0.005134566,0.00006183497,0.00011613203,0.00904087],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9143505,0.077991515,0.0010993293,0.0017693932,0.003439028,0.0013502085],"domain_scores_gemma":[0.97215366,0.021572685,0.0010859267,0.0022285257,0.0015854955,0.001373713],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.073496655,0.0010245845,0.00062214455,0.0023332925,0.012580771,0.010722738,0.002564952,0.002103318,0.0025873848],"category_scores_gemma":[0.033982407,0.00064784725,0.0008906082,0.0023423957,0.025706917,0.0050968244,0.011791704,0.0021916556,0.0003125163],"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":[0.00007463749,0.00014136151,0.0017671832,0.0007615355,0.000029052351,0.00065815396,0.89635074,0.00086631015,0.0011839125,0.04293284,0.001998184,0.05323607],"study_design_scores_gemma":[0.00019078258,0.00048183821,0.0019220256,0.0019961987,0.00006605611,0.0010227864,0.77308416,0.0018407056,0.0017811804,0.06440779,0.1531028,0.00010369088],"about_ca_topic_score_codex":0.0057106433,"about_ca_topic_score_gemma":0.0078043565,"teacher_disagreement_score":0.073496655,"about_ca_system_score_codex":0.0059197843,"about_ca_system_score_gemma":0.016941646,"threshold_uncertainty_score":0.38869208},"labels":[],"label_agreement":null},{"id":"W4411307843","doi":"10.21606/drs.2010.11","title":"Dynamique forme-lumière : Un processus de création et d’analyse de l’espace architectural par modèles maquettes/images","year":2010,"lang":"fr","type":"article","venue":"Proceedings of DRS","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":"Université Laval","funders":"","keywords":"Mod; Computer science; Artificial intelligence","score_opus":0.00501884091000501,"score_gpt":0.21714150927441245,"score_spread":0.21212266836440744,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411307843","genre_codex":"methods","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":[0.028584918,0.0008850823,0.9150013,0.001268071,0.00015949794,0.0002773246,0.00024882413,0.00082900416,0.052746125],"genre_scores_gemma":[0.32932755,0.0013844271,0.6242195,0.0003110782,0.00006980339,0.00081024104,0.0006331439,0.0010493236,0.04219493],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99575365,0.001923809,0.0001625846,0.0008026936,0.001159599,0.00019767223],"domain_scores_gemma":[0.99457526,0.002994239,0.00026344252,0.0011312854,0.00087718014,0.00015866337],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0047207903,0.0012865639,0.0006199494,0.002460754,0.0022373463,0.011621179,0.0013713548,0.0015805088,0.015727902],"category_scores_gemma":[0.01106967,0.0010827292,0.0019646594,0.0016678245,0.008847803,0.010208384,0.0048203226,0.0024176247,0.0033862751],"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":[0.00014950268,0.0000665051,0.0027233735,0.00068868365,0.00004909937,0.00036125106,0.03243259,0.00939274,0.013929862,0.8437572,0.0033202707,0.09312891],"study_design_scores_gemma":[0.00008301021,0.0002889102,0.005057384,0.001034667,0.00012483884,0.0013461473,0.02770441,0.08187862,0.025453137,0.49882403,0.35797864,0.00022607873],"about_ca_topic_score_codex":0.007506285,"about_ca_topic_score_gemma":0.0073387683,"teacher_disagreement_score":0.015727902,"about_ca_system_score_codex":0.003153348,"about_ca_system_score_gemma":0.0032541242,"threshold_uncertainty_score":0.052615106},"labels":[],"label_agreement":null},{"id":"W4411307884","doi":"10.21606/drs.2008.91","title":"Designing for Cultural Diversity: Participatory Design, Immigrant Women and Shared Creativity","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Cultural Industries and Urban Development","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":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Creativity; Participatory design; Immigration; Diversity (politics); Cultural diversity; Citizen journalism; Sociology; Computer science; Psychology; Social psychology; Engineering; World Wide Web; Political science; Anthropology","score_opus":0.11775363812829032,"score_gpt":0.31560960170322744,"score_spread":0.19785596357493712,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411307884","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":[0.5811458,0.0071851765,0.2420934,0.026300192,0.00096447254,0.00939417,0.00021864504,0.00039365474,0.13230443],"genre_scores_gemma":[0.85701483,0.0024411806,0.1246154,0.0015050137,0.0000700646,0.005134566,0.00006183497,0.00011613203,0.00904087],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9143505,0.077991515,0.0010993293,0.0017693932,0.003439028,0.0013502085],"domain_scores_gemma":[0.97215366,0.021572685,0.0010859267,0.0022285257,0.0015854955,0.001373713],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.073496655,0.0010245845,0.00062214455,0.0023332925,0.012580771,0.010722738,0.002564952,0.002103318,0.0025873848],"category_scores_gemma":[0.033982407,0.00064784725,0.0008906082,0.0023423957,0.025706917,0.0050968244,0.011791704,0.0021916556,0.0003125163],"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":[0.00007463749,0.00014136151,0.0017671832,0.0007615355,0.000029052351,0.00065815396,0.89635074,0.00086631015,0.0011839125,0.04293284,0.001998184,0.05323607],"study_design_scores_gemma":[0.00019078258,0.00048183821,0.0019220256,0.0019961987,0.00006605611,0.0010227864,0.77308416,0.0018407056,0.0017811804,0.06440779,0.1531028,0.00010369088],"about_ca_topic_score_codex":0.0057106433,"about_ca_topic_score_gemma":0.0078043565,"teacher_disagreement_score":0.073496655,"about_ca_system_score_codex":0.0059197843,"about_ca_system_score_gemma":0.016941646,"threshold_uncertainty_score":0.38869208},"labels":[],"label_agreement":null},{"id":"W4411307901","doi":"10.21606/drs.2010.105","title":"Co-design in Public Spaces: an Interdisciplinary Approach to Street Furniture Development","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Architecture, Design, and Social History","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":"Carleton University","funders":"","keywords":"Architectural engineering; Public space; Business; Computer science; Engineering","score_opus":0.04833620770235962,"score_gpt":0.2643531662077725,"score_spread":0.21601695850541286,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411307901","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04223593,0.008224837,0.68259233,0.012930663,0.00041252747,0.0005535927,0.000037551865,0.0001963339,0.25281623],"genre_scores_gemma":[0.70981824,0.0047811917,0.24800885,0.00089889107,0.00015920315,0.000736355,0.000059065766,0.0001419136,0.035396345],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.98573154,0.011199929,0.00032916834,0.0008313302,0.0013725213,0.00053560245],"domain_scores_gemma":[0.9935917,0.0039357035,0.00032955347,0.0010280514,0.0005928705,0.00052213215],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00963312,0.0010556943,0.0006822239,0.0049974406,0.0061474894,0.015134892,0.0031659096,0.0036772264,0.0054678796],"category_scores_gemma":[0.005226662,0.00074525946,0.001141464,0.0030967982,0.02537401,0.007929212,0.011517174,0.002782949,0.0006994115],"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":[0.0000254879,0.0001528268,0.0014771409,0.0006590194,0.000056543708,0.00055866304,0.054884218,0.0046903756,0.0010437863,0.87405914,0.0018287128,0.06056407],"study_design_scores_gemma":[0.000033399527,0.00020610525,0.0015602744,0.00094023434,0.00006822105,0.0014867662,0.098682426,0.010197308,0.002408406,0.5721389,0.3122076,0.00007035615],"about_ca_topic_score_codex":0.0015515124,"about_ca_topic_score_gemma":0.0034705703,"teacher_disagreement_score":0.015134892,"about_ca_system_score_codex":0.0071167303,"about_ca_system_score_gemma":0.00543814,"threshold_uncertainty_score":0.051635742},"labels":[],"label_agreement":null},{"id":"W4411307904","doi":"10.21606/drs.2008.104","title":"Misfits, Balance, Requirements, and Systems: Thoughts on Alexander’s Notes on the Synthesis of Form","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","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":"Toronto Metropolitan University","funders":"","keywords":"Balance (ability); Computer science; Psychology","score_opus":0.026209932610603115,"score_gpt":0.25310728968960344,"score_spread":0.22689735707900033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411307904","genre_codex":"methods","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":[0.031015668,0.009548628,0.5414805,0.095855534,0.0012428456,0.00010974661,0.000097811455,0.00047612685,0.32017317],"genre_scores_gemma":[0.83924294,0.00395289,0.10717784,0.004641615,0.00054073543,0.00022395478,0.00005122669,0.00026750428,0.04390134],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99247146,0.0043439046,0.00041824247,0.0005819936,0.0018151172,0.00036923974],"domain_scores_gemma":[0.99432075,0.0039675385,0.00032371082,0.00054652855,0.00065138243,0.00019017205],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008035749,0.0008697481,0.0004705534,0.0029554232,0.0029070543,0.0063901553,0.0011495441,0.0026706718,0.0035989508],"category_scores_gemma":[0.009311966,0.0006282545,0.0007141743,0.001647918,0.036569912,0.012352192,0.0049817283,0.0044409167,0.00071467715],"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":[0.00000880905,0.0000043915584,0.00009253035,0.000027362252,0.000002384584,0.000038447957,0.00531875,0.0005934275,0.00012664223,0.98425573,0.0020440463,0.007487447],"study_design_scores_gemma":[0.000010191154,0.000034520643,0.0001198341,0.00008960107,0.0000054042903,0.00016732405,0.0027232775,0.0013257912,0.0004425145,0.8579101,0.13715136,0.000020069418],"about_ca_topic_score_codex":0.002794411,"about_ca_topic_score_gemma":0.0018590081,"teacher_disagreement_score":0.008035749,"about_ca_system_score_codex":0.0054060486,"about_ca_system_score_gemma":0.0020978963,"threshold_uncertainty_score":0.042497635},"labels":[],"label_agreement":null},{"id":"W4411307906","doi":"10.21606/drs.2008.101","title":"Empreintes lumineuses nocturnes : Codes et représentations simplifiées appliquées au design de l’éclairage architectural et urbain","year":2010,"lang":"fr","type":"article","venue":"Proceedings of DRS","topic":"Impact of Light on Environment and Health","field":"Environmental Science","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":"Université Laval","funders":"","keywords":"Art; Computer science; Humanities","score_opus":0.019724064729537936,"score_gpt":0.3198136899049236,"score_spread":0.3000896251753857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411307906","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014287006,0.00007814054,0.9815726,0.00009308251,0.000027631972,0.00007107676,0.000036018337,0.0010961192,0.002738339],"genre_scores_gemma":[0.14697725,0.00019355578,0.8444828,0.00005932289,0.000011821615,0.00023003979,0.00015991037,0.00059051486,0.00729481],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981975,0.0005038332,0.00010374483,0.0002801626,0.00079893373,0.00011587555],"domain_scores_gemma":[0.99637103,0.0018147805,0.00027225228,0.0008181261,0.00064980774,0.000074021395],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015853861,0.0010707955,0.00063827983,0.0009715308,0.00077720085,0.0034474554,0.0011720039,0.0012228884,0.006418009],"category_scores_gemma":[0.0073286635,0.0008743015,0.0011447202,0.0006159798,0.0017962175,0.002921489,0.0017979831,0.001534376,0.0011536265],"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":[0.0004973531,0.00017133402,0.0046956316,0.0010276778,0.000115200244,0.00062663824,0.01320553,0.1645778,0.15340653,0.17530468,0.0037551976,0.48261636],"study_design_scores_gemma":[0.00010154064,0.00032477328,0.0023407126,0.000354483,0.00011805844,0.0005342166,0.0024230962,0.66554344,0.15356189,0.05251253,0.12199409,0.00019116158],"about_ca_topic_score_codex":0.0053270585,"about_ca_topic_score_gemma":0.0054881033,"teacher_disagreement_score":0.006418009,"about_ca_system_score_codex":0.0009915408,"about_ca_system_score_gemma":0.0010755652,"threshold_uncertainty_score":0.021470428},"labels":[],"label_agreement":null},{"id":"W4411307928","doi":"10.21606/drs.2010.136","title":"Retail Design and the Visually Impaired: A Needs Assessment","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Smart Parking Systems Research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Visually impaired; Computer science; Human–computer interaction","score_opus":0.015638786950397655,"score_gpt":0.2618900580594788,"score_spread":0.24625127110908113,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411307928","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":[0.9609685,0.0014053762,0.000697886,0.014420843,0.00004079572,0.0005968837,0.00015495543,0.000023092509,0.0216917],"genre_scores_gemma":[0.99239725,0.0024153802,0.0025180038,0.00065856945,0.000015058475,0.00020823954,0.00006720339,0.000004634417,0.0017157593],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99501497,0.0012625462,0.000378938,0.00017440933,0.0018327872,0.0013362293],"domain_scores_gemma":[0.98764473,0.003171351,0.0008404507,0.00028926623,0.005293609,0.0027605994],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006922718,0.00026471895,0.0004034731,0.004362823,0.008051584,0.0041447715,0.0012947688,0.00138127,0.002038111],"category_scores_gemma":[0.01051093,0.0004118695,0.00039529,0.0033754767,0.0033245618,0.0033027583,0.0046023773,0.0014884498,0.00018726439],"study_design_candidate":"observational","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":[0.000074829244,0.0007390419,0.08142194,0.0013997253,0.000011774969,0.0014989079,0.7592918,0.00032683602,0.0010087941,0.0059071076,0.004914278,0.14340495],"study_design_scores_gemma":[0.000006548501,0.0001704183,0.03596996,0.00040559506,0.0000082660345,0.00028917255,0.9475878,0.00020832648,0.00011132138,0.0006396219,0.0145787075,0.000024169947],"about_ca_topic_score_codex":0.31688496,"about_ca_topic_score_gemma":0.52037007,"teacher_disagreement_score":0.31688496,"about_ca_system_score_codex":0.01596202,"about_ca_system_score_gemma":0.056322224,"threshold_uncertainty_score":0.63008094},"labels":[],"label_agreement":null},{"id":"W4411307934","doi":"10.21606/drs.2008.11","title":"Dynamique forme-lumière : Un processus de création et d’analyse de l’espace architectural par modèles maquettes/images","year":2010,"lang":"fr","type":"article","venue":"Proceedings of DRS","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":"Université Laval","funders":"","keywords":"Mod; ESPACE; Humanities; Computer science; Physics; Art; Artificial intelligence","score_opus":0.00501884091000501,"score_gpt":0.21714150927441245,"score_spread":0.21212266836440744,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411307934","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.028584918,0.0008850823,0.9150013,0.001268071,0.00015949794,0.0002773246,0.00024882413,0.00082900416,0.052746125],"genre_scores_gemma":[0.32932755,0.0013844271,0.6242195,0.0003110782,0.00006980339,0.00081024104,0.0006331439,0.0010493236,0.04219493],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99575365,0.001923809,0.0001625846,0.0008026936,0.001159599,0.00019767223],"domain_scores_gemma":[0.99457526,0.002994239,0.00026344252,0.0011312854,0.00087718014,0.00015866337],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0047207903,0.0012865639,0.0006199494,0.002460754,0.0022373463,0.011621179,0.0013713548,0.0015805088,0.015727902],"category_scores_gemma":[0.01106967,0.0010827292,0.0019646594,0.0016678245,0.008847803,0.010208384,0.0048203226,0.0024176247,0.0033862751],"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":[0.00014950268,0.0000665051,0.0027233735,0.00068868365,0.00004909937,0.00036125106,0.03243259,0.00939274,0.013929862,0.8437572,0.0033202707,0.09312891],"study_design_scores_gemma":[0.00008301021,0.0002889102,0.005057384,0.001034667,0.00012483884,0.0013461473,0.02770441,0.08187862,0.025453137,0.49882403,0.35797864,0.00022607873],"about_ca_topic_score_codex":0.007506285,"about_ca_topic_score_gemma":0.0073387683,"teacher_disagreement_score":0.015727902,"about_ca_system_score_codex":0.003153348,"about_ca_system_score_gemma":0.0032541242,"threshold_uncertainty_score":0.052615106},"labels":[],"label_agreement":null},{"id":"W4411307952","doi":"10.21606/drs.2010.127","title":"Interdisciplinary Design: The Need for Collaboration to Foster Technological Innovation to Create Competitive and Sustainable Products.","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"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":"Innovation management; Knowledge management; Business; Competitive advantage; Computer science; Process management; Marketing","score_opus":0.017437185294603984,"score_gpt":0.28492098017950723,"score_spread":0.26748379488490326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411307952","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":[0.055472195,0.050881993,0.2945021,0.11211963,0.003251873,0.00029396117,0.000064582,0.00048514095,0.48292854],"genre_scores_gemma":[0.7908605,0.025184989,0.11211065,0.01427144,0.0011511049,0.000597607,0.00010594836,0.00018967103,0.055528108],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.98345214,0.011561899,0.00041478086,0.0010285843,0.0026584712,0.0008841636],"domain_scores_gemma":[0.99082386,0.005144528,0.00071004714,0.0011184168,0.0007014865,0.0015017793],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01196094,0.0005906913,0.0005509912,0.0018789163,0.006124635,0.012020719,0.001550263,0.0045675137,0.01222091],"category_scores_gemma":[0.009610995,0.00051512476,0.00066425896,0.0014482768,0.013050766,0.01062202,0.014303968,0.0032496604,0.002514747],"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":[0.00005791519,0.00013764758,0.0018524053,0.001367202,0.00006716697,0.00043957966,0.028282521,0.0010478529,0.0014894989,0.71606225,0.021950057,0.22724576],"study_design_scores_gemma":[0.000029994593,0.00016584924,0.0008989784,0.0011910335,0.000037741494,0.00094481785,0.025955573,0.0010086014,0.0008707009,0.41755468,0.55129594,0.00004613547],"about_ca_topic_score_codex":0.0006445696,"about_ca_topic_score_gemma":0.0012057946,"teacher_disagreement_score":0.01222091,"about_ca_system_score_codex":0.002743053,"about_ca_system_score_gemma":0.007323125,"threshold_uncertainty_score":0.063256264},"labels":[],"label_agreement":null},{"id":"W4411307981","doi":"10.21606/drs.2008.72","title":"Transformative Design: From Consultant to Clinician","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","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":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Transformative learning; Computer science; Psychology; Pedagogy","score_opus":0.017179313975096346,"score_gpt":0.25964202573421646,"score_spread":0.24246271175912013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411307981","genre_codex":"commentary","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":[0.009828868,0.018682986,0.20045345,0.4972439,0.044620283,0.0006232889,0.00014848045,0.003742035,0.22465672],"genre_scores_gemma":[0.28895977,0.020572158,0.14472137,0.2707908,0.013768604,0.0020189548,0.00023934296,0.0027406455,0.2561884],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.94562083,0.028976848,0.0025929732,0.004646381,0.01532973,0.002833266],"domain_scores_gemma":[0.918421,0.021572273,0.003863852,0.009029671,0.021250296,0.025863016],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.028855009,0.0011793942,0.000893618,0.0029473281,0.0046705212,0.011931117,0.0029215224,0.007600872,0.055579856],"category_scores_gemma":[0.08757123,0.0010224291,0.000983707,0.0019186027,0.012592766,0.012582093,0.01503909,0.012376799,0.021162858],"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":[0.00015544893,0.00031034817,0.0012591592,0.00085221516,0.000033815035,0.0031929149,0.025620716,0.0007927986,0.001546995,0.08588756,0.55086505,0.32948297],"study_design_scores_gemma":[0.00004097136,0.000121600955,0.00020729275,0.0010328977,0.000010899526,0.005507343,0.010289193,0.0005606536,0.0003629095,0.039813254,0.941996,0.00005692239],"about_ca_topic_score_codex":0.0015986611,"about_ca_topic_score_gemma":0.002212681,"teacher_disagreement_score":0.055579856,"about_ca_system_score_codex":0.008354032,"about_ca_system_score_gemma":0.022200152,"threshold_uncertainty_score":0.18593311},"labels":[],"label_agreement":null},{"id":"W4411307982","doi":"10.21606/drs.2010.72","title":"Transformative Design: From Consultant to Clinician","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","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":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Transformative learning; Computer science; Engineering ethics; Psychology; Sociology; Engineering; Pedagogy","score_opus":0.017179313975096346,"score_gpt":0.25964202573421646,"score_spread":0.24246271175912013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411307982","genre_codex":"commentary","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":[0.009828868,0.018682986,0.20045345,0.4972439,0.044620283,0.0006232889,0.00014848045,0.003742035,0.22465672],"genre_scores_gemma":[0.28895977,0.020572158,0.14472137,0.2707908,0.013768604,0.0020189548,0.00023934296,0.0027406455,0.2561884],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.94562083,0.028976848,0.0025929732,0.004646381,0.01532973,0.002833266],"domain_scores_gemma":[0.918421,0.021572273,0.003863852,0.009029671,0.021250296,0.025863016],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.028855009,0.0011793942,0.000893618,0.0029473281,0.0046705212,0.011931117,0.0029215224,0.007600872,0.055579856],"category_scores_gemma":[0.08757123,0.0010224291,0.000983707,0.0019186027,0.012592766,0.012582093,0.01503909,0.012376799,0.021162858],"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":[0.00015544893,0.00031034817,0.0012591592,0.00085221516,0.000033815035,0.0031929149,0.025620716,0.0007927986,0.001546995,0.08588756,0.55086505,0.32948297],"study_design_scores_gemma":[0.00004097136,0.000121600955,0.00020729275,0.0010328977,0.000010899526,0.005507343,0.010289193,0.0005606536,0.0003629095,0.039813254,0.941996,0.00005692239],"about_ca_topic_score_codex":0.0015986611,"about_ca_topic_score_gemma":0.002212681,"teacher_disagreement_score":0.055579856,"about_ca_system_score_codex":0.008354032,"about_ca_system_score_gemma":0.022200152,"threshold_uncertainty_score":0.18593311},"labels":[],"label_agreement":null},{"id":"W4411308288","doi":"10.21606/drs.2010.88","title":"Designing Design Learning: A Case Study","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","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":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","score_opus":0.0263737856166946,"score_gpt":0.2714756258771088,"score_spread":0.24510184026041418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411308288","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":[0.72491217,0.0026951826,0.092046015,0.017522868,0.0004733365,0.003939405,0.0004913247,0.00034583404,0.15757392],"genre_scores_gemma":[0.891798,0.002458943,0.06192577,0.002919726,0.00010461531,0.0015636255,0.00024111308,0.00018681666,0.03880149],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.98144895,0.013512745,0.0006237927,0.0009996991,0.0020374227,0.0013773617],"domain_scores_gemma":[0.9806111,0.013794203,0.000806622,0.0014195836,0.0008323142,0.0025362312],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.014282397,0.0011991771,0.0009541925,0.0024827938,0.012542026,0.006947683,0.0043789363,0.008589399,0.0077793947],"category_scores_gemma":[0.020461759,0.0009170312,0.00096968305,0.0028692547,0.007973268,0.0046628052,0.0076457006,0.006062008,0.0020070367],"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":[0.00033135075,0.0049975435,0.008100794,0.0012216584,0.000051800347,0.04913477,0.73552763,0.0028324407,0.0038940958,0.06270729,0.014284276,0.116916336],"study_design_scores_gemma":[0.00021314273,0.001413427,0.0036600404,0.0010483462,0.00004415508,0.0249855,0.5289533,0.004160706,0.005030404,0.014665227,0.4157003,0.00012537988],"about_ca_topic_score_codex":0.0036082577,"about_ca_topic_score_gemma":0.010602449,"teacher_disagreement_score":0.014282397,"about_ca_system_score_codex":0.0060722707,"about_ca_system_score_gemma":0.0047483966,"threshold_uncertainty_score":0.07553339},"labels":[],"label_agreement":null},{"id":"W4411308386","doi":"10.21606/drs.2012.93","title":"UNESCO Cities of Design: Montréal as prototype","year":2012,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Cultural Heritage Management and Preservation","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":"Concordia University","funders":"","keywords":"Computer science","score_opus":0.09895374504607049,"score_gpt":0.23533015880353783,"score_spread":0.13637641375746734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411308386","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":[0.0929566,0.0013727732,0.07743176,0.0063141086,0.0008582824,0.003537209,0.0068623996,0.01144997,0.79921687],"genre_scores_gemma":[0.3079589,0.0018731158,0.227209,0.0011758119,0.000101847254,0.0041310284,0.008616311,0.0030766972,0.4458574],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9984487,0.00046791008,0.000032385644,0.00019813617,0.0006227412,0.00023010165],"domain_scores_gemma":[0.99851567,0.00030394318,0.000034226498,0.00038578894,0.00039284737,0.0003674817],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027367743,0.00073336007,0.00022743792,0.00095685845,0.002999823,0.004490004,0.0028910898,0.0010972014,0.039384734],"category_scores_gemma":[0.0050720563,0.00057673047,0.000525537,0.001539487,0.002570182,0.00265974,0.0033032605,0.0010130048,0.0046353773],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00069234864,0.0011197649,0.0045886673,0.00049079186,0.000032622665,0.0010606601,0.027850436,0.008101655,0.013217552,0.14076956,0.5061799,0.295896],"study_design_scores_gemma":[0.00010044503,0.00019255864,0.002800646,0.00012769537,0.000015439646,0.00013616832,0.0025294912,0.002808547,0.0019862535,0.0035834012,0.9856419,0.00007744983],"about_ca_topic_score_codex":0.34893587,"about_ca_topic_score_gemma":0.5485266,"teacher_disagreement_score":0.65106416,"about_ca_system_score_codex":0.008428593,"about_ca_system_score_gemma":0.008096633,"threshold_uncertainty_score":0.6938097},"labels":[],"label_agreement":null},{"id":"W57140452","doi":"10.21606/drs.2006.68","title":"Referencing the sociocultural during designing","year":2006,"lang":"en","type":"article","venue":"Proceedings of DRS","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":"MacEwan University","funders":"","keywords":"Computer science; Sociocultural evolution; Sociology; Anthropology","score_opus":0.008179460947474581,"score_gpt":0.1985991168383707,"score_spread":0.19041965589089613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W57140452","genre_codex":"empirical","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8890661,0.0024207984,0.03358897,0.0022943048,0.00019550788,0.00010146017,0.000015482894,0.000053313925,0.072264045],"genre_scores_gemma":[0.9950964,0.00029557457,0.0028065904,0.00013557826,0.000019754352,0.000024419953,0.0000045529005,0.000025580177,0.0015914321],"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.96722656,0.02778652,0.0005208868,0.0012378083,0.002363408,0.000864838],"domain_scores_gemma":[0.98447317,0.011123203,0.0011059473,0.0021460243,0.000673558,0.0004780726],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.014913318,0.0006725701,0.00065319956,0.0024077136,0.009665815,0.013479546,0.001179383,0.0017630341,0.0020805022],"category_scores_gemma":[0.022737177,0.0005280058,0.00041450575,0.0018186397,0.030854816,0.005949343,0.010342507,0.0019345023,0.00022852172],"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":[0.00005373946,0.00004975731,0.0062282025,0.0001387561,0.000023702221,0.0010452317,0.91200924,0.00033544202,0.003567702,0.04872324,0.00023432574,0.027590666],"study_design_scores_gemma":[0.000025543452,0.00017111497,0.015804075,0.0004984535,0.00005151806,0.0019592652,0.8045478,0.00097447843,0.0052275285,0.047195382,0.12346909,0.00007573481],"about_ca_topic_score_codex":0.0021831994,"about_ca_topic_score_gemma":0.0041325334,"teacher_disagreement_score":0.014913318,"about_ca_system_score_codex":0.003319041,"about_ca_system_score_gemma":0.002401057,"threshold_uncertainty_score":0.07887012},"labels":[],"label_agreement":null},{"id":"W6907486357","doi":"10.21606/drs.2010.78","title":"When Artists and Designers Inspire Collective Intelligence Practices: Two Case Studies of Collaboration, Interdisciplinarity, and Innovation Projects","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Mainstream; Collective intelligence; Relevance (law); Process (computing); Reflection (computer programming); Collaborative learning","score_opus":0.06850132433422856,"score_gpt":0.3856804196418519,"score_spread":0.31717909530762334,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6907486357","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":[0.9326715,0.0014808377,0.009848422,0.010153577,0.0002430019,0.0007661887,0.00005929505,0.00006918101,0.044707917],"genre_scores_gemma":[0.98058426,0.0008011912,0.007966336,0.001035525,0.00007455032,0.0008797568,0.00004914265,0.000068919835,0.008540376],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.8847526,0.09601386,0.0026283087,0.0033237184,0.0072077326,0.0060737985],"domain_scores_gemma":[0.91451985,0.06429897,0.0046558194,0.006116593,0.003046003,0.0073628295],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.056793842,0.0015535399,0.0014862239,0.0058533615,0.04539186,0.026495093,0.0059369085,0.017467435,0.0031288825],"category_scores_gemma":[0.067651704,0.0018637088,0.0017195279,0.00663944,0.03541642,0.014445972,0.020749172,0.011059047,0.00090174703],"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":[0.00008611658,0.00028484585,0.002686324,0.00012992705,0.00002086008,0.003958032,0.96779466,0.00024386053,0.0004080458,0.015794465,0.0014015437,0.0071912766],"study_design_scores_gemma":[0.000100325895,0.00020389976,0.002320269,0.00025962814,0.000025832818,0.00203027,0.93623257,0.00061870855,0.0008783685,0.008326428,0.04893963,0.000064026164],"about_ca_topic_score_codex":0.0068658753,"about_ca_topic_score_gemma":0.015754601,"teacher_disagreement_score":0.056793842,"about_ca_system_score_codex":0.009803344,"about_ca_system_score_gemma":0.006076575,"threshold_uncertainty_score":0.30035812},"labels":[],"label_agreement":null},{"id":"W6907499697","doi":"10.21606/drs.2010.26","title":"Dynamique des ambiances lumineuses par relevés vidéo d’espaces de transition","year":2010,"lang":"fr","type":"article","venue":"Proceedings of DRS","topic":"Building Energy and Comfort Optimization","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":"Université Laval","funders":"","keywords":"Representation (politics); Relation (database); Adaptation (eye); Perception; Space (punctuation); Point (geometry); Contrast (vision); Visualization; Diversity (politics)","score_opus":0.005230765599947169,"score_gpt":0.1984140730370638,"score_spread":0.19318330743711662,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6907499697","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":[0.95631456,0.0009267861,0.01667795,0.00029639466,0.00014298837,0.00008534164,0.000617448,0.0002737639,0.02466472],"genre_scores_gemma":[0.9853554,0.0005219308,0.006584332,0.000047886275,0.00007208428,0.00006839782,0.00041624618,0.0000895921,0.0068441345],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99933296,0.00016726213,0.000025400792,0.0001500916,0.00024775602,0.00007643751],"domain_scores_gemma":[0.99814093,0.0010677883,0.00015622849,0.00009596627,0.00042068906,0.000118354685],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00088056555,0.00040344615,0.00031565982,0.0016765473,0.0007358235,0.0025007722,0.0003771371,0.0006917373,0.005720906],"category_scores_gemma":[0.0045228377,0.00022120644,0.0004779074,0.0012820289,0.0008717369,0.0015785318,0.001067344,0.0009059319,0.0007529021],"study_design_candidate":"observational","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":[0.0050433027,0.00046019533,0.11272694,0.0018347128,0.00045096007,0.007062078,0.088303864,0.011234645,0.27256858,0.029887807,0.011172665,0.45925432],"study_design_scores_gemma":[0.00019955364,0.0010580976,0.72140104,0.0007073112,0.0002681554,0.005323692,0.057197515,0.036649782,0.03862241,0.005528831,0.13272846,0.00031525307],"about_ca_topic_score_codex":0.011196408,"about_ca_topic_score_gemma":0.010120848,"teacher_disagreement_score":0.011196408,"about_ca_system_score_codex":0.00073678937,"about_ca_system_score_gemma":0.00034756228,"threshold_uncertainty_score":0.022262454},"labels":[],"label_agreement":null},{"id":"W6926290321","doi":"10.21606/drs.2010.23","title":"Design History education and the Use of the Design Brief as an Interpretative Framework for Sustainable Practice","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Environmental Science and Water Management","field":"Environmental Science","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":"Alberta University of the Arts","funders":"","keywords":"Discipline; Design history; Design education; Curriculum; Higher education; Order (exchange); Task (project management); Design thinking","score_opus":0.02007692924908139,"score_gpt":0.2493901186233876,"score_spread":0.22931318937430623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6926290321","genre_codex":"methods","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":[0.08800323,0.0059072496,0.4601903,0.16129191,0.0039952747,0.0010268291,0.00014446878,0.0010239019,0.2784169],"genre_scores_gemma":[0.7497733,0.003753751,0.19466928,0.009980253,0.00041373388,0.0016776633,0.000084488805,0.00035765924,0.03928983],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9558065,0.039532352,0.00095538347,0.0009724802,0.0021228385,0.00061043544],"domain_scores_gemma":[0.9258574,0.06052639,0.0027987505,0.006329352,0.0025941497,0.0018938613],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03783913,0.0009113997,0.00043325836,0.0024681215,0.005592274,0.010009284,0.002481101,0.0031915635,0.0074397195],"category_scores_gemma":[0.04972721,0.0006662101,0.00051997503,0.0011534146,0.040585335,0.013907028,0.00791112,0.007709584,0.0008901266],"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":[0.000046212965,0.00012800896,0.00066689774,0.00044503162,0.0000068416884,0.0002106365,0.18997481,0.00069803663,0.0016418071,0.7337854,0.007820413,0.064575925],"study_design_scores_gemma":[0.000058801765,0.0002666323,0.00082627556,0.0014117775,0.000018065115,0.0005196193,0.112631075,0.0017800467,0.002469774,0.27544117,0.60449576,0.00008106066],"about_ca_topic_score_codex":0.002717543,"about_ca_topic_score_gemma":0.0050475546,"teacher_disagreement_score":0.03783913,"about_ca_system_score_codex":0.010283355,"about_ca_system_score_gemma":0.009347165,"threshold_uncertainty_score":0.20011485},"labels":[],"label_agreement":null},{"id":"W6944748338","doi":"10.21606/drs.2010.43","title":"The Complex Field of Research: for Design, through Design, and about Design","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Field (mathematics); Variety (cybernetics); Foundation (evidence); Design elements and principles; Research design; Design methods","score_opus":0.20845037712251988,"score_gpt":0.41182813306802984,"score_spread":0.20337775594550997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6944748338","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":"methods","model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":"methods","domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004873313,0.08592342,0.37005526,0.29018643,0.005425013,0.0011403923,0.00026601038,0.0009250269,0.24120505],"genre_scores_gemma":[0.36305147,0.06446533,0.46744448,0.05183925,0.0060184523,0.005345997,0.00035059333,0.0011294056,0.040354982],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.7793541,0.18419643,0.005990358,0.009678002,0.018376432,0.0024048078],"domain_scores_gemma":[0.8181154,0.13464603,0.0044100895,0.028110567,0.010041094,0.0046767937],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.113521345,0.0019346008,0.0035370253,0.006215045,0.009812763,0.04236427,0.004207675,0.010739554,0.0106260395],"category_scores_gemma":[0.1068097,0.0016043357,0.0015695295,0.0073061977,0.11633815,0.049933817,0.0136708,0.014853828,0.0043007294],"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":[0.000035396217,0.000039462262,0.00041911902,0.001089864,0.000047949346,0.00009901813,0.014650981,0.0003995937,0.00024015842,0.9201523,0.01611946,0.046706717],"study_design_scores_gemma":[0.00003515258,0.00005895034,0.0002242265,0.0023310422,0.000031709595,0.00023062587,0.010034344,0.00047067425,0.00020516067,0.74527836,0.24105486,0.000044856082],"about_ca_topic_score_codex":0.0035188792,"about_ca_topic_score_gemma":0.0033400662,"teacher_disagreement_score":0.88647866,"about_ca_system_score_codex":0.012802193,"about_ca_system_score_gemma":0.028282776,"threshold_uncertainty_score":0.6003654},"labels":[],"label_agreement":null},{"id":"W6944842565","doi":"10.21606/drs.2008.24","title":"Everyday People: Enabling User Expertise in Socially Responsible Design","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Innovative Human-Technology Interaction","field":"Computer Science","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":"Relevance (law); Empowerment; Field (mathematics); Process (computing); Generative grammar; Participatory design; Engineering design process; Social responsibility","score_opus":0.01733756464313036,"score_gpt":0.26738716891388914,"score_spread":0.2500496042707588,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6944842565","genre_codex":"methods","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":[0.20627959,0.0016934834,0.6039486,0.019769032,0.00035498358,0.000557982,0.000025781617,0.0009585508,0.16641201],"genre_scores_gemma":[0.9211125,0.0004638011,0.071663894,0.0010382942,0.00006075444,0.00035700266,0.000022958273,0.00012874049,0.005152166],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9379158,0.05075002,0.0012892031,0.002755343,0.004850891,0.0024388114],"domain_scores_gemma":[0.97044265,0.019460762,0.0013730044,0.0050350265,0.001479444,0.0022092834],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.031034462,0.0012179335,0.00069087226,0.0025055287,0.008393191,0.010202475,0.002783129,0.004675778,0.0052602333],"category_scores_gemma":[0.032183442,0.0009729934,0.0011549465,0.00096750335,0.023439856,0.01744994,0.028708791,0.0039339815,0.0009677707],"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":[0.00010820769,0.0003650234,0.0036612826,0.00074710423,0.00005733198,0.0014903212,0.5640795,0.0030648818,0.0071900925,0.31051642,0.0029787156,0.10574112],"study_design_scores_gemma":[0.0001349768,0.00043282798,0.0017523852,0.00081326935,0.000085185646,0.002254137,0.118031986,0.008848893,0.0060729054,0.54267967,0.31872642,0.00016732296],"about_ca_topic_score_codex":0.0009936392,"about_ca_topic_score_gemma":0.0009540829,"teacher_disagreement_score":0.031034462,"about_ca_system_score_codex":0.0024607049,"about_ca_system_score_gemma":0.004103965,"threshold_uncertainty_score":0.16412783},"labels":[],"label_agreement":null}]}