{"meta":{"query_hash":"9ebd02e0156e","filters":{"venue":"International Conference on Model-Driven Engineering and Software Development"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/9ebd02e0156e","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Conference+on+Model-Driven+Engineering+and+Software+Development"},"results":[{"id":"W1984287808","doi":"","title":"Metamodelling with formal semantics with application to access control specification","year":2015,"lang":"en","type":"article","venue":"International Conference on Model-Driven Engineering and Software Development","topic":"Access Control and Trust","field":"Social Sciences","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 en Outaouais","funders":"","keywords":"Metamodeling; Computer science; Programming language; Formal semantics (linguistics); Semantics (computer science); Formal specification; Formalism (music); Visual modeling; Formal methods; Domain (mathematical analysis); Software engineering; Theoretical computer science; Unified Modeling Language; Software; Mathematics","score_opus":0.05131855772052649,"score_gpt":0.29218216488560456,"score_spread":0.24086360716507807,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1984287808","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0499832,0.000007295882,0.94726354,0.0010037365,0.000065140994,0.0002992818,0.000007107819,0.0001179981,0.0012527064],"genre_scores_gemma":[0.94227356,0.000014516481,0.057221394,0.00011451843,0.00006305618,0.00013495242,0.000023048922,0.000013582074,0.00014138102],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987997,0.000013482841,0.00017356341,0.00025728092,0.00053417106,0.00022184818],"domain_scores_gemma":[0.9990951,0.00003308985,0.00006985637,0.00009690888,0.0005013901,0.00020369481],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023365843,0.0001464774,0.000144716,0.00012729365,0.0001518536,0.0002273148,0.0003003083,0.000050467,0.0000057114535],"category_scores_gemma":[0.000032707703,0.00011912308,0.000012628957,0.00010950027,0.000031848685,0.0004512566,0.000035779645,0.000106454776,0.000009606098],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014446524,0.000032706008,0.0030539797,0.000006490524,0.00006625568,0.0000025629208,0.003923193,0.9011752,0.00002272313,0.07997938,0.000010040083,0.011582982],"study_design_scores_gemma":[0.000900995,0.000057734098,0.0017905623,0.00008864303,0.000017866765,0.000002182653,0.00029972874,0.9895213,0.00007520191,0.00029865993,0.0066417707,0.00030531108],"about_ca_topic_score_codex":0.00009662724,"about_ca_topic_score_gemma":0.0002516046,"teacher_disagreement_score":0.89229035,"about_ca_system_score_codex":0.00014790102,"about_ca_system_score_gemma":0.00027153085,"threshold_uncertainty_score":0.4857698},"labels":[],"label_agreement":null},{"id":"W1985987085","doi":"","title":"Beyond mere logic a vision of modeling languages for the 21st century","year":2015,"lang":"en","type":"article","venue":"International Conference on Model-Driven Engineering and Software Development","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Software; Theoretical computer science; Metric (unit); Mars Exploration Program; Field (mathematics); Programming language; Data science; Mathematics; Engineering","score_opus":0.04340232384785299,"score_gpt":0.27988745880609156,"score_spread":0.23648513495823859,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1985987085","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0073466273,0.0001887097,0.9912259,0.00027641508,0.00034103933,0.00013171161,0.000015966742,0.00009411251,0.00037953266],"genre_scores_gemma":[0.8632344,0.000042772393,0.13654764,0.00004241664,0.000029344657,0.000024152,0.000025523937,0.000006049732,0.000047719233],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991105,0.00001065836,0.00022449288,0.0002208949,0.00029092788,0.000142505],"domain_scores_gemma":[0.9993475,0.000079424055,0.000064093496,0.00015010544,0.00029169393,0.000067178495],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018946113,0.00012765331,0.0001315753,0.000071472576,0.000057043315,0.000096825024,0.00050354464,0.000044656386,9.935234e-7],"category_scores_gemma":[0.000054356566,0.00009481213,0.000033677912,0.000056687295,0.000011406363,0.000101690195,0.00013462483,0.000083763334,0.0000020256302],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000074261998,0.00001853419,0.000029085973,0.000016251066,0.000033608,9.927235e-7,0.0013766336,0.8563176,0.000045421206,0.12965605,0.000036678277,0.012461774],"study_design_scores_gemma":[0.00025419545,0.000035512312,0.000032920943,0.00011386139,0.0000027982678,0.0000045456127,0.00012206749,0.9972348,0.000044423316,0.0006510788,0.0013829168,0.000120869925],"about_ca_topic_score_codex":0.000008099479,"about_ca_topic_score_gemma":0.0000020121554,"teacher_disagreement_score":0.8558878,"about_ca_system_score_codex":0.000043607273,"about_ca_system_score_gemma":0.00011435218,"threshold_uncertainty_score":0.38663265},"labels":[],"label_agreement":null}]}