{"id":"W4210689543","doi":"10.1109/mspec.2021.9502950","title":"Contributors","year":2021,"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":["insufficient_payload"],"category_scores_codex":[0.0001283996,0.0001117925,0.0001602754,0.00004866493,0.00006621709,0.00005185106,0.0001161791,0.00004959499,0.002031739],"category_scores_gemma":[0.00008804485,0.0001166433,0.00008537329,0.0004023857,0.00004046048,0.00007860739,0.00002500286,0.0001370427,0.02641724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001323463,"about_ca_system_score_gemma":0.0001162522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003385184,"about_ca_topic_score_gemma":0.0002350244,"domain_scores_codex":[0.9989223,0.0000564515,0.0001391242,0.000256866,0.0002246473,0.0004005826],"domain_scores_gemma":[0.9993818,0.00003893271,0.00004211457,0.0003813077,0.00004848596,0.0001073662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007033587,0.0003280311,0.01542795,0.00001587979,0.0001980502,0.002055063,0.0002523591,0.0001063868,0.6524401,0.0538623,0.2746413,0.000602269],"study_design_scores_gemma":[0.0006559513,0.00002633147,0.00770151,0.00000912487,0.00002048754,0.00009406348,0.00003743587,0.00008822999,0.818933,0.006335572,0.1658905,0.0002078548],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9079252,0.0004393858,0.000332883,0.002888394,0.002088571,0.0001256871,0.0001561565,0.0005812654,0.08546243],"genre_scores_gemma":[0.9940056,0.000005946619,0.0001142574,0.0002514455,0.0004181903,0.000002896006,0.00001625781,0.00005405187,0.005131314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1664929,"threshold_uncertainty_score":0.9988806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01117945450172247,"score_gpt":0.2476653127056024,"score_spread":0.23648585820388,"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."}}