{"id":"W2234748059","doi":"10.1145/2822896","title":"Designing Adaptive Applications Deployed on Cloud Environments","year":2016,"lang":"en","type":"article","venue":"ACM Transactions on Autonomous and Adaptive Systems","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Adaptation (eye); Cloud computing; Ranking (information retrieval); Task (project management); Distributed computing; Quality (philosophy); Control (management); Software; Data mining; Machine learning; Artificial intelligence; Systems engineering; Operating system","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001093701,0.0006851945,0.0004015517,0.0003714834,0.0007483759,0.001392632,0.001301464,0.0008196614,0.001395506],"category_scores_gemma":[0.004057167,0.0003898849,0.0004180367,0.0003292296,0.0008674833,0.001283368,0.0019528,0.000933566,0.000361918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006904382,"about_ca_system_score_gemma":0.001015103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002650588,"about_ca_topic_score_gemma":0.002914472,"domain_scores_codex":[0.9989058,0.0003104555,0.00007561435,0.0002192412,0.0003087392,0.0001801729],"domain_scores_gemma":[0.9985177,0.0005415638,0.000189858,0.0003393177,0.0002727158,0.0001388742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003336536,0.0004311565,0.01043722,0.0005979316,0.0001184112,0.001545029,0.001642641,0.6818147,0.1390377,0.02715242,0.002046231,0.1348429],"study_design_scores_gemma":[0.00003923521,0.0001911884,0.002472025,0.00005801149,0.00004688528,0.0002285125,0.0005737866,0.9433355,0.0326014,0.01161642,0.008808635,0.00002850258],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2067993,0.0001757909,0.7830623,0.000311136,0.00003163443,0.0006075587,0.00007277728,0.001864633,0.007074846],"genre_scores_gemma":[0.7844899,0.000186912,0.2129524,0.00008866302,0.00001214207,0.0002461305,0.0000868717,0.0002483223,0.001688643],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002650588,"threshold_uncertainty_score":0.005784094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04204519625515511,"score_gpt":0.253166825549227,"score_spread":0.2111216292940719,"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."}}