{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001613625,0.001520246,0.001238894,0.001351791,0.001759714,0.003979079,0.002123993,0.001075049,0.1849574],"category_scores_gemma":[0.002367764,0.0006213016,0.0004614758,0.001717915,0.001190707,0.001929394,0.001106902,0.001731784,0.06291556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00404712,"about_ca_system_score_gemma":0.007507855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2920496,"about_ca_topic_score_gemma":0.5086403,"domain_scores_codex":[0.9993,0.00008721004,0.00002364136,0.00008602681,0.0004001998,0.0001029637],"domain_scores_gemma":[0.9976954,0.0001833746,0.0000375247,0.0001974463,0.001530367,0.000355831],"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":[0.00008429982,0.00008388232,0.0007910958,0.000121458,0.0000278179,0.0001021432,0.0001414638,0.0005028527,0.001848129,0.002620257,0.8229631,0.1707135],"study_design_scores_gemma":[0.00003034099,0.00003803189,0.002546295,0.0001259343,0.000042139,0.0001305072,0.0001817314,0.003842802,0.001116576,0.002826994,0.9890875,0.00003114451],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01629561,0.05728733,0.2086108,0.01761305,0.03136533,0.0009481413,0.009180289,0.01231215,0.6463873],"genre_scores_gemma":[0.01757632,0.01419569,0.02773031,0.001110658,0.001076367,0.0001745144,0.007396397,0.001116318,0.9296234],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2920496,"threshold_uncertainty_score":0.6187443,"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."}}