{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001555779,0.00006216681,0.00008213903,0.00004585221,0.00005737184,0.0001002453,0.0005585831,0.00003307166,0.00008465157],"category_scores_gemma":[0.000009194531,0.00006172428,0.00003958098,0.0002186241,0.00001114479,0.0001849299,0.00004996326,0.00009178621,0.001684612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003161545,"about_ca_system_score_gemma":0.00003180254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001413734,"about_ca_topic_score_gemma":0.000001587873,"domain_scores_codex":[0.999302,0.00002237242,0.0001111843,0.0002280243,0.0001380772,0.0001983494],"domain_scores_gemma":[0.9993895,0.00005937947,0.00004682146,0.0004411601,0.00001851119,0.00004463917],"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":[0.000002927668,0.00003928093,0.005108718,0.000008701595,0.00001316075,0.000006049894,0.0004650702,0.0002187998,0.00249768,0.9848496,0.003437714,0.003352332],"study_design_scores_gemma":[0.001731856,0.0003208534,0.02813417,0.00005645031,0.000007172276,0.00008868128,0.00006755938,0.382192,0.2013349,0.1029149,0.2821355,0.001015914],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3864948,0.00008923656,0.5762874,0.00451501,0.005492151,0.0002069152,0.000001416888,0.0005235153,0.02638958],"genre_scores_gemma":[0.9967044,0.000002721915,0.00219399,0.0004389654,0.0001420884,0.000001034716,4.779399e-7,0.000003608442,0.0005126889],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8819346,"threshold_uncertainty_score":0.9990927,"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."}}