{"id":"W2912023238","doi":"10.1145/2737166","title":"Proceedings of the 18th International ACM SIGSOFT Symposium on Component-Based Software Engineering","year":2015,"lang":"en","type":"paratext","venue":"","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Component (thermodynamics); Presentation (obstetrics); Globe; Library science; Theme (computing); Component-based software engineering; Computer science; Event (particle physics); Variety (cybernetics); Software system; Software; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003445584,0.0003518201,0.0003219346,0.0002439892,0.0000456738,0.0002311692,0.004425482,0.0002505125,0.0001240249],"category_scores_gemma":[0.001815944,0.0002577241,0.0001656589,0.000343624,0.00002767712,0.0003351186,0.0009014428,0.0005679072,0.0001662804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000153808,"about_ca_system_score_gemma":0.0001642975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003148427,"about_ca_topic_score_gemma":3.346592e-7,"domain_scores_codex":[0.9981509,0.00001170418,0.0003468383,0.0004628037,0.0007732347,0.0002544963],"domain_scores_gemma":[0.9970896,0.001318045,0.0003420023,0.0007574721,0.0004012256,0.00009167599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002112493,0.0001274477,0.0003427745,0.0003079477,0.0001107951,0.000002436723,0.000118548,0.01142187,0.0008518847,0.004409701,0.9814447,0.000840819],"study_design_scores_gemma":[0.0003440132,0.0001931583,0.0003143795,0.0008172329,0.00002546325,0.00001690462,0.000004161781,0.02167726,0.01909616,0.00005913963,0.9568152,0.0006368904],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003730547,0.0006368994,0.8996648,0.009937354,0.03545858,0.001920974,0.0002661147,0.004107449,0.04427725],"genre_scores_gemma":[0.07658214,0.0001465031,0.8771017,0.001329486,0.001427725,0.000265668,0.0001445346,0.000238211,0.04276402],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0728516,"threshold_uncertainty_score":0.9999875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01983248339445816,"score_gpt":0.2552326860451365,"score_spread":0.2354002026506783,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}