{"id":"W4390280267","doi":"10.1109/pact58117.2023.00005","title":"Welcome Message","year":2023,"lang":"en","type":"article","venue":"","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001739906,0.00004232055,0.00004815272,0.00009929715,0.00006109663,0.00006886294,0.000467594,0.00001990688,0.00003042953],"category_scores_gemma":[0.00001332559,0.00003614479,0.00002225238,0.0006149722,0.000007664034,0.0001278853,0.0002001707,0.00003398055,0.0005755502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005407546,"about_ca_system_score_gemma":0.0000103634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003746135,"about_ca_topic_score_gemma":2.234054e-7,"domain_scores_codex":[0.999543,0.00001790072,0.00007352042,0.0001405347,0.00009762777,0.000127448],"domain_scores_gemma":[0.9996338,0.00003283245,0.000015293,0.0002654812,0.00002052737,0.00003206968],"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":[5.8464e-7,0.0000203535,0.0004446252,0.00000575047,0.000007422669,0.00002504352,0.0002526072,0.005680049,0.000156064,0.6186433,0.3321429,0.04262131],"study_design_scores_gemma":[0.00008468607,0.00001977801,0.002249573,0.000004478442,4.396792e-7,0.000004044035,0.000004961198,0.9482737,0.002219324,0.0135955,0.03341336,0.0001301111],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0003643876,0.000006723846,0.9027121,0.001308582,0.0001490267,0.00002948821,9.227195e-8,0.004118691,0.0913109],"genre_scores_gemma":[0.5658759,0.0000338542,0.4156848,0.0007757726,0.00006032811,0.000009617529,0.000002666892,0.000007253677,0.01754978],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9425937,"threshold_uncertainty_score":0.7397726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02341384855403706,"score_gpt":0.2747447698876749,"score_spread":0.2513309213336379,"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."}}