{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"query_hash":"a92f4933620b","filters":{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","retraction":null,"screen_n_in":null,"score":{"opus":0.0183969362945099,"gpt":0.2142342325620074,"spread":0.1958372962674975,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007447832,0.0002848796,0.0004314477,0.000241511,0.0000727234,0.0002480827,0.001321641,0.0001546649,3.968624e-7],"category_scores_gemma":[0.000005745913,0.0002942818,0.00008701027,0.0002848291,0.00001428814,0.0002225172,0.0003525797,0.0001797057,0.00001943933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001061241,"about_ca_system_score_gemma":0.00003293927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005212492,"about_ca_topic_score_gemma":0.000003920375,"domain_scores_codex":[0.9979551,0.00004899583,0.0005139229,0.000706514,0.0002782727,0.0004972343],"domain_scores_gemma":[0.9985483,0.0001439957,0.0001004836,0.001014559,0.0000842883,0.0001083316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003417462,0.00002594925,0.0000374682,0.0001230603,0.00001178553,0.000001780432,0.0003210006,0.3498732,0.00005263484,0.4719031,0.001086082,0.1765605],"study_design_scores_gemma":[0.0004056075,0.00005368895,0.00001631696,0.00009328053,0.000002411298,0.00001074862,9.091019e-7,0.9800948,0.00007243209,0.002591889,0.01631755,0.0003403813],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000926793,0.0000461995,0.995,0.00005562511,0.001077341,0.000938286,0.000002094416,0.001834865,0.0001187884],"genre_scores_gemma":[0.3962601,9.320931e-7,0.6027735,0.0001267081,0.000374731,0.0004118207,0.000005018557,0.00003010417,0.00001711452],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6302216,"threshold_uncertainty_score":0.9999509,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","retraction":null,"screen_n_in":null,"score":{"opus":0.0819810160398824,"gpt":0.3425387348997742,"spread":0.2605577188598918,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008541396,0.000507906,0.0008871296,0.0001376559,0.0001483723,0.0001716236,0.003220107,0.0002072451,2.357151e-7],"category_scores_gemma":[0.000007240035,0.0004074542,0.0001713979,0.0005031066,0.00005054142,0.00017383,0.001302805,0.0002609514,0.000006923172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002842984,"about_ca_system_score_gemma":0.0003147614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000223286,"about_ca_topic_score_gemma":0.000002308306,"domain_scores_codex":[0.9967158,0.0001263897,0.0009504049,0.0009625747,0.0006433027,0.0006014829],"domain_scores_gemma":[0.9970254,0.0001203867,0.0003821415,0.001769253,0.00038582,0.0003170503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001035113,0.0001177496,0.00008345213,0.0001295306,0.00006091802,1.003489e-7,0.004193555,0.8624515,0.0003856671,0.102818,0.004567018,0.02518212],"study_design_scores_gemma":[0.0005558307,0.00004582731,0.000005918221,0.00009807554,0.00001648475,0.000005855804,0.00001463089,0.9739838,0.004202313,0.0005801879,0.02000268,0.000488348],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0005867861,0.00007418365,0.9948156,0.00003526343,0.0006463111,0.002359549,0.00001121005,0.0009984504,0.00047262],"genre_scores_gemma":[0.1185825,2.236461e-7,0.8797865,0.0001463676,0.0001462635,0.001132513,0.00000713803,0.00007467443,0.0001238728],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1179957,"threshold_uncertainty_score":0.9998378,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","retraction":null,"screen_n_in":null,"score":{"opus":0.03628329437138313,"gpt":0.25192297982198,"spread":0.2156396854505968,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004456078,0.0001515692,0.0002164851,0.00004213461,0.00003964004,0.0001032247,0.0009815888,0.00006061541,1.819809e-7],"category_scores_gemma":[0.000001778867,0.0001125248,0.00005625857,0.0001656852,0.00002222615,0.0001322001,0.0002106774,0.00008677468,0.00000420858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005348403,"about_ca_system_score_gemma":0.00006424361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005930768,"about_ca_topic_score_gemma":0.000001807922,"domain_scores_codex":[0.9989606,0.00002004041,0.0002721187,0.0002848913,0.0002593477,0.0002029939],"domain_scores_gemma":[0.9988174,0.00005632283,0.0001231789,0.0007944565,0.000139189,0.00006945919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003701171,0.0000364225,0.00001260659,0.0001373663,0.00003702232,0.000001181771,0.002343076,0.4270536,0.001472154,0.5401575,0.005636048,0.02307598],"study_design_scores_gemma":[0.0003541872,0.0001070326,0.000003391585,0.00003447596,0.000006587133,0.000007392801,0.00001091549,0.9923286,0.00123239,0.0008538443,0.004930708,0.000130494],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001056373,0.0001731414,0.9956852,0.00003400543,0.0004628688,0.001794678,0.000003424604,0.0005779052,0.0002123882],"genre_scores_gemma":[0.4873095,6.118589e-7,0.5116725,0.0000302141,0.0001649367,0.0007623237,0.000002009885,0.00001432739,0.0000435258],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.565275,"threshold_uncertainty_score":0.4588628,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}