{"id":"W4255311137","doi":"10.1109/mspec.2019.8651915","title":"Contributors","year":2019,"lang":"en","type":"article","venue":"IEEE Spectrum","topic":"Security and Verification in Computing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Standards Association","funders":"","keywords":"Computer science; Engineering","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001544413,0.0008379818,0.0006333367,0.002006329,0.002338836,0.005614664,0.001410141,0.001859094,0.5892071],"category_scores_gemma":[0.01347518,0.0002883119,0.0004136835,0.001551759,0.0004748072,0.003604408,0.002607996,0.002075744,0.4432897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001982294,"about_ca_system_score_gemma":0.002938911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001858115,"about_ca_topic_score_gemma":0.002785025,"domain_scores_codex":[0.9982823,0.0001813782,0.00007474705,0.0003005856,0.0009301016,0.0002309245],"domain_scores_gemma":[0.9881496,0.0006547549,0.0002639562,0.0006006404,0.007289063,0.003041956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001161276,0.000007851983,0.0001003528,0.00003512182,7.518007e-7,0.00002620545,0.00004872259,0.00001814146,0.00006551477,0.001624141,0.9726382,0.02542323],"study_design_scores_gemma":[0.000002284565,0.000003625678,0.0001207697,0.00003997833,8.415812e-7,0.00004911897,0.0000833766,0.00001626619,0.00003730337,0.0004930024,0.9991511,0.000002416817],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001957108,0.007623734,0.00371886,0.07118429,0.1836148,0.0006703073,0.006587733,0.002449851,0.7221932],"genre_scores_gemma":[0.004061269,0.002586891,0.0007946734,0.008460896,0.01134198,0.0001686601,0.002376919,0.0004523929,0.9697562],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4107929,"threshold_uncertainty_score":0.5859462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00783130582733446,"score_gpt":0.2214516508183227,"score_spread":0.2136203449909882,"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."}}