{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005750132,0.000631746,0.0004249028,0.001176337,0.002157656,0.01083469,0.001913131,0.003422506,0.004815286],"category_scores_gemma":[0.02758198,0.0007328528,0.0005528679,0.001052332,0.009150744,0.01996926,0.007760231,0.003426827,0.002893107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001071064,"about_ca_system_score_gemma":0.002173382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001177915,"about_ca_topic_score_gemma":0.0009437843,"domain_scores_codex":[0.9945064,0.00153668,0.0004755595,0.0006988066,0.002143934,0.0006386671],"domain_scores_gemma":[0.9774475,0.00819218,0.003011244,0.007739221,0.002169541,0.001440312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001901402,0.0002185303,0.03483658,0.0008954967,0.0001779117,0.001780252,0.02616284,0.004156815,0.02017885,0.5232868,0.01482818,0.3732875],"study_design_scores_gemma":[0.00005594248,0.0005206442,0.01994743,0.001018302,0.0001470165,0.002942774,0.01823215,0.009935964,0.01091049,0.5901969,0.3458551,0.0002372847],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2372016,0.002712298,0.5013532,0.03773109,0.0007086464,0.0006218479,0.0002592962,0.008353658,0.2110583],"genre_scores_gemma":[0.8526946,0.001159498,0.1245965,0.004193828,0.0002760668,0.0003243039,0.0002506674,0.0008594457,0.01564527],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01083469,"threshold_uncertainty_score":0.03040999,"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."}}