{"meta":{"query_hash":"a92f4933620b","filters":{"venue":"Applied Computer Systems"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"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/a92f4933620b","api":"https://metacan.xera.ac/api/v1/cohort?venue=Applied+Computer+Systems"},"results":[{"id":"W1159839731","doi":"10.1515/acss-2014-0011","title":"BrainTool v2.0 for Software Modeling in UML","year":2014,"lang":"en","type":"article","venue":"Applied Computer Systems","topic":"Model-Driven Software Engineering Techniques","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":"McGill University","funders":"","keywords":"Computer science; Unified Modeling Language; Software engineering; UML tool; Class diagram; Software development; Use Case Points; Software system; Applications of UML; Programming language; Use Case Diagram; Domain (mathematical analysis); Software; Systems engineering; Engineering","score_opus":0.018396936294509898,"score_gpt":0.2142342325620074,"score_spread":0.19583729626749752,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1159839731","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00092679297,0.000046199504,0.995,0.00005562511,0.0010773411,0.00093828596,0.0000020944162,0.0018348647,0.00011878841],"genre_scores_gemma":[0.3962601,9.320931e-7,0.6027735,0.0001267081,0.000374731,0.00041182074,0.0000050185567,0.000030104171,0.000017114524],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979551,0.000048995826,0.0005139229,0.000706514,0.00027827267,0.00049723434],"domain_scores_gemma":[0.9985483,0.0001439957,0.000100483645,0.0010145587,0.0000842883,0.00010833156],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007447832,0.00028487956,0.00043144773,0.00024151098,0.0000727234,0.00024808265,0.001321641,0.00015466486,3.9686236e-7],"category_scores_gemma":[0.000005745913,0.00029428178,0.00008701027,0.00028482912,0.00001428814,0.00022251719,0.00035257966,0.00017970572,0.000019439334],"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":[0.0000034174625,0.000025949252,0.000037468202,0.00012306034,0.000011785526,0.000001780432,0.0003210006,0.34987316,0.00005263484,0.47190315,0.0010860818,0.1765605],"study_design_scores_gemma":[0.00040560748,0.000053688953,0.000016316957,0.00009328053,0.0000024112978,0.000010748622,9.091019e-7,0.9800948,0.000072432085,0.0025918894,0.01631755,0.00034038135],"about_ca_topic_score_codex":0.000052124917,"about_ca_topic_score_gemma":0.000003920375,"teacher_disagreement_score":0.6302216,"about_ca_system_score_codex":0.0001061241,"about_ca_system_score_gemma":0.00003293927,"threshold_uncertainty_score":0.99995095},"labels":[],"label_agreement":null},{"id":"W2562050646","doi":"10.1515/acss-2015-0014","title":"A Prototype of Description Language for the Two-Hemisphere Model","year":2015,"lang":"en","type":"article","venue":"Applied Computer Systems","topic":"Model-Driven Software Engineering Techniques","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":"McGill University","funders":"Latvijas Zinātnes Padome","keywords":"Computer science; Programming language; Model transformation; Notation; Syntax; Abstract syntax; Domain (mathematical analysis); Modeling language; Domain-specific language; Transformation (genetics); Model-driven architecture; Class diagram; Software engineering; Unified Modeling Language; Artificial intelligence; Software; Linguistics","score_opus":0.03628329437138313,"score_gpt":0.25192297982198,"score_spread":0.21563968545059684,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2562050646","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010563734,0.00017314135,0.9956852,0.000034005432,0.00046286883,0.001794678,0.0000034246036,0.0005779052,0.00021238817],"genre_scores_gemma":[0.48730955,6.118589e-7,0.5116725,0.000030214103,0.00016493669,0.00076232373,0.000002009885,0.000014327391,0.000043525797],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989606,0.000020040408,0.00027211872,0.00028489128,0.0002593477,0.00020299395],"domain_scores_gemma":[0.9988174,0.000056322828,0.0001231789,0.0007944565,0.00013918901,0.00006945919],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044560782,0.00015156923,0.00021648509,0.000042134612,0.000039640043,0.00010322468,0.0009815888,0.000060615414,1.8198085e-7],"category_scores_gemma":[0.0000017788675,0.00011252481,0.000056258574,0.00016568517,0.000022226153,0.00013220013,0.00021067742,0.00008677468,0.00000420858],"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":[0.00003701171,0.000036422498,0.000012606593,0.0001373663,0.000037022324,0.0000011817708,0.002343076,0.42705363,0.0014721544,0.5401575,0.005636048,0.023075985],"study_design_scores_gemma":[0.0003541872,0.0001070326,0.0000033915849,0.00003447596,0.0000065871327,0.000007392801,0.000010915491,0.9923286,0.0012323897,0.00085384434,0.0049307076,0.00013049402],"about_ca_topic_score_codex":0.00005930768,"about_ca_topic_score_gemma":0.0000018079219,"teacher_disagreement_score":0.56527495,"about_ca_system_score_codex":0.00005348403,"about_ca_system_score_gemma":0.00006424361,"threshold_uncertainty_score":0.45886284},"labels":[],"label_agreement":null},{"id":"W2565500191","doi":"10.1515/acss-2015-0013","title":"Comparison of the Two-Hemisphere Model-Driven Approach to Other Methods for Model-Driven Software Development","year":2015,"lang":"en","type":"article","venue":"Applied Computer Systems","topic":"Model-Driven Software Engineering Techniques","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":"McGill University","funders":"Latvijas Zinātnes Padome","keywords":"Computer science; Software development; Software; Software engineering; Software sizing; Software development process; Field (mathematics); Model transformation; Domain (mathematical analysis); Software construction; Artificial intelligence; Programming language","score_opus":0.0819810160398824,"score_gpt":0.34253873489977416,"score_spread":0.26055771885989176,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2565500191","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005867861,0.00007418365,0.99481565,0.00003526343,0.0006463111,0.002359549,0.000011210048,0.0009984504,0.00047262],"genre_scores_gemma":[0.11858246,2.2364608e-7,0.8797865,0.00014636756,0.00014626348,0.0011325128,0.00000713803,0.000074674426,0.00012387283],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99671584,0.00012638971,0.00095040485,0.0009625747,0.00064330274,0.0006014829],"domain_scores_gemma":[0.9970254,0.00012038672,0.0003821415,0.0017692527,0.00038581996,0.00031705026],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00085413957,0.00050790596,0.0008871296,0.00013765585,0.00014837232,0.00017162361,0.0032201072,0.00020724515,2.357151e-7],"category_scores_gemma":[0.000007240035,0.00040745415,0.00017139787,0.00050310657,0.000050541425,0.00017382998,0.0013028049,0.00026095138,0.000006923172],"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":[0.000010351134,0.00011774956,0.000083452134,0.00012953056,0.000060918024,1.00348906e-7,0.004193555,0.8624515,0.00038566714,0.10281804,0.0045670182,0.025182124],"study_design_scores_gemma":[0.00055583066,0.000045827313,0.0000059182207,0.000098075536,0.00001648475,0.0000058558044,0.000014630889,0.9739838,0.004202313,0.00058018795,0.020002684,0.000488348],"about_ca_topic_score_codex":0.000022328599,"about_ca_topic_score_gemma":0.0000023083064,"teacher_disagreement_score":0.11799567,"about_ca_system_score_codex":0.0002842984,"about_ca_system_score_gemma":0.00031476142,"threshold_uncertainty_score":0.99983776},"labels":[],"label_agreement":null}]}