{"id":"W4249736392","doi":"10.1109/mspec.2021.9311493","title":"Contributors","year":2020,"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":"Engineering; 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":[0.002226213,0.0008844315,0.0005927648,0.003686072,0.002257463,0.005915435,0.001404824,0.001690191,0.7728605],"category_scores_gemma":[0.01657596,0.0003357281,0.0003581484,0.001473072,0.000517897,0.002394959,0.002754177,0.002028954,0.7049006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001847375,"about_ca_system_score_gemma":0.00332751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002655089,"about_ca_topic_score_gemma":0.005109895,"domain_scores_codex":[0.9977548,0.0003159212,0.00006225582,0.0003288286,0.001289291,0.0002490271],"domain_scores_gemma":[0.9839498,0.001460828,0.0003859084,0.001157776,0.009241095,0.003804681],"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":[0.00003076693,0.0000233628,0.0001850682,0.00004669423,0.000001312063,0.00003048773,0.00005225432,0.00002644763,0.0001390824,0.002273167,0.9599317,0.03725956],"study_design_scores_gemma":[0.000003756232,0.000003990907,0.000120528,0.00004655058,0.000001803468,0.0000378056,0.00008848402,0.00004737401,0.0000894777,0.00051683,0.9990399,0.000003470989],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001149367,0.001233629,0.005655076,0.01550824,0.02378768,0.0005850964,0.005607144,0.003954549,0.9425191],"genre_scores_gemma":[0.001767147,0.0003574526,0.0009611439,0.002558643,0.001200563,0.0001459616,0.001488175,0.0005915267,0.9909294],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2271395,"threshold_uncertainty_score":0.3239869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02316549178731117,"score_gpt":0.2389549620487602,"score_spread":0.2157894702614491,"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."}}