{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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","author_layer_release":"2026-06-26"},"query_hash":"269a43f58c94","filters":{"venue":"Aspect-Oriented Software Development"}},"results":[{"id":"W195512532","doi":"","title":"Proceedings of the 2012 workshop on Modularity in Systems Software","year":2011,"lang":"en","type":"article","venue":"Aspect-Oriented Software Development","topic":"Advanced Software Engineering Methodologies","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":"University of British Columbia; Queen's University","funders":"","keywords":"Computer science; Software engineering; Software development; Software construction; Component-based software engineering; Package development process; Software system; Software; Modularity (biology); Social software engineering; Operating system","authors":[{"name":"Bram Adams","is_ca":true},{"name":"Michael Haupt","is_ca":false},{"name":"David H. Lorenz","is_ca":false},{"name":"Eric Wohlstadter","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04402520710909035,"gpt":0.247686059035315,"spread":0.2036608519262247,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006496626,0.001716339,0.001471617,0.001303697,0.001553876,0.006076252,0.002909729,0.002998449,0.04189745],"category_scores_gemma":[0.01074512,0.001375329,0.002071656,0.001507065,0.002461978,0.006913574,0.004562366,0.005850521,0.01283765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002421489,"about_ca_system_score_gemma":0.002691124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002472581,"about_ca_topic_score_gemma":0.002707154,"domain_scores_codex":[0.9951738,0.001774748,0.0003888014,0.000758437,0.001513557,0.0003907306],"domain_scores_gemma":[0.9947342,0.002257538,0.0001560936,0.001244716,0.001017321,0.0005901756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003553735,0.0002874801,0.0008026927,0.001183205,0.0001628454,0.0006286624,0.001767354,0.01044321,0.004684602,0.2388806,0.3187255,0.4220785],"study_design_scores_gemma":[0.00006397197,0.0001034944,0.0007206724,0.0006893415,0.00005729086,0.0005680902,0.0002418757,0.01534342,0.001566413,0.1317994,0.848795,0.00005119549],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01434837,0.06576649,0.6113448,0.03987552,0.02488831,0.0005808187,0.0006787583,0.003468295,0.2390487],"genre_scores_gemma":[0.1652501,0.05225393,0.381082,0.006513345,0.01787904,0.001259326,0.005331428,0.00489269,0.3655382],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04189745,"threshold_uncertainty_score":0.1401609,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W192752828","doi":"","title":"Safe and sound evolution with SONAR: sustainable optimization and navigation with aspects for system-wide reconciliation","year":2007,"lang":"en","type":"article","venue":"Aspect-Oriented Software Development","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Sonar; Computer science; Abstraction; Java; Systems engineering; Human–computer interaction; Software engineering; Artificial intelligence; Engineering; Programming language","authors":[{"name":"Chunjian Robin Liu","is_ca":true},{"name":"Celina Gibbs","is_ca":true},{"name":"Yvonne Coady","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004889757330135198,"gpt":0.2022636951904803,"spread":0.1973739378603452,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001339307,0.0006047503,0.000625206,0.0006408631,0.0005342484,0.001189471,0.001006321,0.0006848746,0.001547389],"category_scores_gemma":[0.004030841,0.0004083505,0.0006189694,0.0005544128,0.0009256098,0.002228646,0.002217046,0.001188697,0.0003737921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003117105,"about_ca_system_score_gemma":0.0007041519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006235945,"about_ca_topic_score_gemma":0.0008925276,"domain_scores_codex":[0.9990067,0.0002925513,0.00005564818,0.0001513358,0.0004058738,0.00008799326],"domain_scores_gemma":[0.9988445,0.0003145466,0.0001158315,0.0004223523,0.0002529508,0.00004983647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003462772,0.0001669757,0.004069016,0.0002171838,0.0001640386,0.0003852895,0.0009905793,0.2305317,0.05512591,0.1472824,0.003181483,0.5575393],"study_design_scores_gemma":[0.000060591,0.000191655,0.0009708465,0.00004619712,0.0001353625,0.0003406684,0.0002075156,0.8171051,0.04447168,0.116242,0.02017904,0.0000493156],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02375041,0.0001336186,0.9715954,0.0001226099,0.00003723651,0.00002613053,0.0000153905,0.0009836674,0.00333543],"genre_scores_gemma":[0.5006165,0.000234444,0.4950243,0.0001288135,0.00003741903,0.00007305268,0.0001066594,0.0007637505,0.003015028],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001547389,"threshold_uncertainty_score":0.007082999,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}