{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"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":"8fc94787cb87","filters":{"venue":"Component-Based Software Engineering"}},"results":[{"id":"W2576307201","doi":"","title":"Towards concern-oriented design of component-based systems","year":2016,"lang":"en","type":"article","venue":"Component-Based Software Engineering","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Component (thermodynamics); Computer science; Systems engineering; Engineering","authors":[{"name":"Jörg Kienzle","is_ca":true},{"name":"Anne Koziolek","is_ca":false},{"name":"Axel Busch","is_ca":false},{"name":"Ralf Reussner","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04656499159979968,"gpt":0.2605156435283169,"spread":0.2139506519285172,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001058976,0.0006725959,0.0009176977,0.0006015784,0.0001161016,0.00007498098,0.001711133,0.0002340668,0.00001192081],"category_scores_gemma":[0.002491777,0.0005685518,0.0002560013,0.0008240126,0.0001611006,0.0005127062,0.0002902483,0.0003063771,0.00002671497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004044258,"about_ca_system_score_gemma":0.0002718092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002886587,"about_ca_topic_score_gemma":2.353992e-7,"domain_scores_codex":[0.9960833,0.0003243345,0.0009207099,0.000891428,0.0008366022,0.0009436917],"domain_scores_gemma":[0.9925994,0.004782705,0.0003512606,0.001585222,0.0003541422,0.0003272542],"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":[0.00004788439,0.00008673945,0.0004924722,0.0002631881,0.0000628016,0.00004659529,0.00004772617,0.9283676,0.06315489,0.002879003,0.00007850109,0.004472637],"study_design_scores_gemma":[0.004625306,0.0005282786,0.003056179,0.002019731,0.00005969946,0.00003297375,0.00001794545,0.7631158,0.2213712,0.0002111696,0.003024095,0.001937692],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006734559,0.000931211,0.9856728,0.0001275373,0.002452202,0.000621995,0.00004975354,0.003406283,0.000003707284],"genre_scores_gemma":[0.3866298,0.000009304958,0.6130445,0.00003669686,0.00006914419,0.0001073205,0.00001120594,0.00007718704,0.00001488933],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3798952,"threshold_uncertainty_score":0.9996766,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}