{"id":"W641080781","doi":"","title":"Proceedings : 18th IEEE International Conference on Automated Software Engineering, Montreal, Quebec, Canada, October 6 to 10, 2003","year":2003,"lang":"en","type":"book","venue":"IEEE Computer Society eBooks","topic":"Software Engineering Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software engineering; Software; Computer science; Software construction; Collaborative software; Social software engineering; Software system; Software development; Operating system","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":[0.000308444,0.001067119,0.0008143049,0.0002892645,0.0001829208,0.0008928779,0.003580987,0.0006368191,0.00006983654],"category_scores_gemma":[0.0001382022,0.0011745,0.0003296769,0.0003314637,0.00007716469,0.0002257356,0.0005007923,0.001311988,0.0001718421],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00305001,"about_ca_system_score_gemma":0.005759385,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01910216,"about_ca_topic_score_gemma":0.01928006,"domain_scores_codex":[0.9944755,0.0000278622,0.0006836465,0.001659734,0.001944892,0.00120831],"domain_scores_gemma":[0.9960138,0.0003198254,0.0002451647,0.001064971,0.001647572,0.0007086456],"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":[0.000005588191,0.00003128323,0.00001529887,0.0001366777,0.000301596,0.00007478672,0.0006868101,0.002653513,0.00002438927,0.001224788,0.9923187,0.002526493],"study_design_scores_gemma":[0.0009619215,0.0002386001,0.0006435883,0.00121681,0.0000399364,0.0000674729,0.000007697856,0.352407,0.000550758,0.0001192945,0.6412646,0.002482318],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.001367008,0.0001794423,0.8833439,0.001082856,0.03083749,0.004048286,0.0003650463,0.01234211,0.0664339],"genre_scores_gemma":[0.0004963946,0.00001429759,0.1036177,0.002551662,0.00144293,0.000243928,0.00006396948,0.0002692568,0.8912998],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8248659,"threshold_uncertainty_score":0.999877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01878498608729378,"score_gpt":0.2399565165533756,"score_spread":0.2211715304660818,"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."}}