{"id":"W4290722265","doi":"10.1109/mspec.2022.9852417","title":"Contributors","year":2022,"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; Materials 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":[0.00226374,0.0008759876,0.0006103701,0.00371025,0.002239637,0.005833876,0.001421766,0.001645359,0.7743579],"category_scores_gemma":[0.01735996,0.0003372242,0.000358991,0.001486945,0.0005134176,0.002352493,0.002759936,0.001997109,0.7060429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001860646,"about_ca_system_score_gemma":0.003305074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002617468,"about_ca_topic_score_gemma":0.004941562,"domain_scores_codex":[0.9977385,0.0003182994,0.00006471895,0.0003348524,0.001296273,0.0002473131],"domain_scores_gemma":[0.9830496,0.001570174,0.0004157583,0.001281321,0.009728886,0.003954225],"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":[0.00003437068,0.00002545191,0.0002135548,0.00005024764,0.000001439246,0.00003408607,0.00005576571,0.00002959797,0.0001558415,0.002386808,0.9570121,0.04000071],"study_design_scores_gemma":[0.00000417815,0.000004200371,0.0001329281,0.00004918121,0.000001962634,0.00004177666,0.00009197552,0.00005400716,0.0001005912,0.0005420341,0.9989736,0.00000367054],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001272102,0.001209625,0.006540141,0.01577148,0.02368551,0.0006860722,0.006641892,0.004311215,0.9398819],"genre_scores_gemma":[0.002003761,0.0003640845,0.001135907,0.002678698,0.001277453,0.0001766107,0.001710633,0.0006545288,0.9899983],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2256421,"threshold_uncertainty_score":0.3218511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009827750679539258,"score_gpt":0.2311826086122782,"score_spread":0.221354857932739,"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."}}