{"id":"W2165944130","doi":"10.1109/hicss.2007.47","title":"Adaptive Systems Require Adaptive Support--When Tools Attack!","year":2007,"lang":"en","type":"article","venue":"","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Interoperability; Computer science; Key (lock); Software engineering; Software; Adaptation (eye); Software system; Computer security; World Wide Web","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":[0.001529457,0.0002588994,0.0003295491,0.0001555262,0.00009634667,0.0001302819,0.00108084,0.0001348835,0.00002481938],"category_scores_gemma":[0.0006334276,0.0002271116,0.00008418943,0.0003571743,0.00007668521,0.001817618,0.0004197879,0.0002425315,0.0001514589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001702013,"about_ca_system_score_gemma":0.0000708415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002477657,"about_ca_topic_score_gemma":0.000007413683,"domain_scores_codex":[0.9978775,0.0001131631,0.0004004293,0.0005711311,0.0003875268,0.0006502865],"domain_scores_gemma":[0.9967171,0.001984168,0.0001286422,0.000826271,0.000174465,0.0001693811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007778565,0.00006903685,0.00009869922,0.00004419741,0.0001195775,0.000470807,0.002609339,0.09078691,0.000710178,0.7238595,0.008001203,0.1731527],"study_design_scores_gemma":[0.006785972,0.009965377,0.01638523,0.000904004,0.0001509201,0.001929129,0.01439915,0.3265293,0.05097538,0.2459503,0.3134053,0.01261998],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000254603,0.000199215,0.9863524,0.00008357687,0.001236598,0.0002900829,0.000006441386,0.001561626,0.01001543],"genre_scores_gemma":[0.111571,0.000007501957,0.8840175,0.0001446013,0.0001415855,0.00001994821,0.000002195809,0.00002238963,0.004073331],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4779092,"threshold_uncertainty_score":0.9261341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1495997806780149,"score_gpt":0.331404698246628,"score_spread":0.1818049175686131,"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."}}