{"id":"W2159813516","doi":"10.1109/saso.2007.49","title":"Self-Adapting Resource Bounded Distributed Computations","year":2007,"lang":"en","type":"article","venue":"","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Distributed computing; Adaptation (eye); Computation; Resource (disambiguation); Shared resource; Resource allocation; Resource management (computing); Distributed Computing Environment; Computational resource; Computational complexity theory; Computer network; Algorithm","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001095073,0.0001630067,0.0001770332,0.0001019764,0.000368423,0.0003749765,0.0008813661,0.00007467758,0.000007753113],"category_scores_gemma":[0.00004447428,0.0001533705,0.00008198927,0.0008446617,0.00002554022,0.0002234321,0.0002380126,0.0001553589,0.0001339632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008543822,"about_ca_system_score_gemma":0.00006491858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003644488,"about_ca_topic_score_gemma":0.0000123711,"domain_scores_codex":[0.9982441,0.00007793144,0.0004250265,0.0003937099,0.000342336,0.0005168864],"domain_scores_gemma":[0.9987043,0.000361019,0.0001354063,0.0004936185,0.0001221707,0.0001834847],"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":[0.00001211039,0.0003599465,0.002663603,0.00006947408,0.0001223751,0.0001401096,0.002124894,0.009560641,0.0001160673,0.9366357,0.03051395,0.01768108],"study_design_scores_gemma":[0.0005997222,0.00007525623,0.005246842,0.0000366028,0.000009003558,0.0001199616,0.0002014749,0.5407035,0.0002076123,0.003167107,0.4491742,0.0004586802],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006535102,0.00004951099,0.9495032,0.000421695,0.0002934644,0.0001451482,0.000005935771,0.001523751,0.04152218],"genre_scores_gemma":[0.849568,3.998881e-7,0.1497057,0.0002402528,0.0001270472,0.000001839059,0.00004900549,0.000008091524,0.0002996322],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9334686,"threshold_uncertainty_score":0.6254268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01517326674344177,"score_gpt":0.2503936866972957,"score_spread":0.235220419953854,"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."}}