{"id":"W2914517953","doi":"","title":"Proceedings of the 3rd international conference on Aspect-oriented software development","year":2004,"lang":"en","type":"article","venue":"","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"IBM; Viewpoints; Computer science; Software engineering; Engineering management; Panel discussion; Library science; Software development; Software; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001526995,0.0000965315,0.00009163897,0.00005565045,0.00004775713,0.00002707212,0.0009333474,0.00003155351,0.000009373287],"category_scores_gemma":[0.0004859752,0.0000647435,0.00002993017,0.0002263227,0.00004174566,0.0002039019,0.0003242448,0.000108352,0.00000924804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001062957,"about_ca_system_score_gemma":0.00008678664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000206683,"about_ca_topic_score_gemma":0.000001143652,"domain_scores_codex":[0.9991922,0.000004868003,0.0001600748,0.0002133224,0.0002953806,0.0001340999],"domain_scores_gemma":[0.9994819,0.00007072867,0.0000732069,0.0001582575,0.0001888854,0.00002704141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000005286216,0.00004865451,0.0005676119,0.00001132063,0.00001847313,0.000001042857,0.001082302,0.007185448,0.002256079,0.9768384,0.00007855939,0.01190682],"study_design_scores_gemma":[0.001187381,0.0001844318,0.04004178,0.0003527593,0.000004895145,0.00003156815,0.0003227686,0.0009596596,0.7539405,0.1967876,0.005563376,0.0006232638],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01822489,0.000004346763,0.9779718,0.000722801,0.0005295695,0.00009018905,4.64464e-7,0.0003187613,0.002137193],"genre_scores_gemma":[0.2092189,0.000002051178,0.7903845,0.00008967896,0.00001258496,0.000009534849,2.431188e-7,0.00000420984,0.0002782654],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7800508,"threshold_uncertainty_score":0.2640163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0446209292726916,"score_gpt":0.2803053422642776,"score_spread":0.235684412991586,"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."}}