{"id":"W4388407660","doi":"10.1109/mspec.2023.10309281","title":"Contributors","year":2023,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002161737,0.0008708644,0.0006093006,0.003636838,0.002248383,0.005824075,0.001402948,0.001673589,0.775919],"category_scores_gemma":[0.01654881,0.0003359309,0.0003545227,0.001458574,0.0005083929,0.002360188,0.002756135,0.002010543,0.7101766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001802968,"about_ca_system_score_gemma":0.00321964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002561676,"about_ca_topic_score_gemma":0.004894076,"domain_scores_codex":[0.9978325,0.0003024755,0.00006239471,0.0003219525,0.001236801,0.0002437569],"domain_scores_gemma":[0.9836748,0.001485634,0.0004049495,0.001204248,0.009326251,0.003904125],"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":[0.00003198629,0.0000244063,0.0002023436,0.00004668034,0.000001339108,0.00003330676,0.00005360682,0.00002794613,0.0001482842,0.002358125,0.9578623,0.03920986],"study_design_scores_gemma":[0.000003976036,0.000004191089,0.0001294721,0.00004639761,0.0000018596,0.00004158908,0.00009013362,0.00005249702,0.00009301384,0.0005309221,0.9990024,0.000003529998],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001195741,0.001179966,0.006102292,0.01534615,0.02366129,0.000627329,0.00560174,0.004003227,0.9422823],"genre_scores_gemma":[0.001817525,0.0003402454,0.0009779079,0.002433826,0.001254002,0.0001533508,0.001426003,0.0005779798,0.9910191],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.224081,"threshold_uncertainty_score":0.3196244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01854621028649759,"score_gpt":0.2719056534010588,"score_spread":0.2533594431145612,"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."}}