{"id":"W2950297888","doi":"10.1145/3330345.3330381","title":"DeepHiR","year":2019,"lang":"en","type":"article","venue":"","topic":"Interconnection Networks and Systems","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"National Science and Technology Major Project; National University of Defense Technology","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007352458,0.00002493103,0.00003717916,0.00001740489,0.00001381608,0.00005169236,0.000207212,0.00001464615,0.0002402547],"category_scores_gemma":[0.000001160079,0.00001834765,0.00002070197,0.00007297675,0.000001643067,0.0001409042,0.0000411275,0.00002270662,0.00237847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005781225,"about_ca_system_score_gemma":0.000004727466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000012139,"about_ca_topic_score_gemma":0.000003991298,"domain_scores_codex":[0.9997157,0.00001003402,0.0000543598,0.00009496991,0.00005361672,0.00007131838],"domain_scores_gemma":[0.9997366,0.00001398481,0.00001069799,0.0002033952,0.00001738916,0.00001791226],"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":[3.351559e-7,0.000004869493,0.001297624,0.000001681671,0.000002888656,8.492653e-7,0.00008557591,0.0001270024,0.0001782945,0.9827977,0.01035061,0.005152578],"study_design_scores_gemma":[0.0002365309,0.00008424262,0.001916256,0.00001080845,4.577024e-7,0.00003991996,0.0000464181,0.6461745,0.0008930749,0.004266866,0.3461603,0.0001706125],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.020569,0.00001151657,0.6553452,0.0002826733,0.001227423,0.00004388257,1.781189e-8,0.0001099579,0.3224103],"genre_scores_gemma":[0.9763122,4.150356e-7,0.002534546,0.000500567,0.00004776957,0.000001335765,5.843683e-8,0.000001207481,0.0206019],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9785308,"threshold_uncertainty_score":0.9983983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004278927667378021,"score_gpt":0.1837287101506817,"score_spread":0.1794497824833036,"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."}}