{"id":"W4247201911","doi":"10.1109/mspec.2017.8093782","title":"Contributors","year":2017,"lang":"en","type":"article","venue":"IEEE Spectrum","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Standards Association","funders":"","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":[0.0002174531,0.0001226799,0.0001606197,0.00005065477,0.0004945,0.0002309387,0.0005661094,0.00005329153,0.0004949187],"category_scores_gemma":[0.0001520862,0.0001160878,0.00007504555,0.0000348673,0.0001491351,0.0002293721,0.00004691292,0.0001314269,0.0326555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009956377,"about_ca_system_score_gemma":0.00003620041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002847291,"about_ca_topic_score_gemma":0.0003863315,"domain_scores_codex":[0.9990072,0.00002038701,0.0001174372,0.0002237501,0.0002068401,0.0004244016],"domain_scores_gemma":[0.9985896,0.00001867789,0.0001588452,0.00109692,0.00002190862,0.0001140225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003213624,0.0003564149,0.2049892,0.00002186612,0.0003109882,0.000681193,0.000381293,0.00004004608,0.2341674,0.09603507,0.4600725,0.002622675],"study_design_scores_gemma":[0.002115895,0.0001163291,0.3162924,0.00002495048,0.00004273029,0.00003859966,0.00001666848,0.0002836602,0.4412054,0.02121034,0.2181044,0.00054868],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8578454,0.00004176465,0.0000881216,0.002354467,0.002077703,0.0001801619,0.0001014772,0.0003407098,0.1369702],"genre_scores_gemma":[0.9956391,0.000002647115,0.00004220652,0.00006394142,0.0006153851,0.000003621515,0.000002529995,0.00005312524,0.003577473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2419681,"threshold_uncertainty_score":0.9680977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02130288018107332,"score_gpt":0.2947680820249922,"score_spread":0.2734652018439188,"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."}}