{"id":"W4243300095","doi":"10.1109/mspec.2019.8701140","title":"Contributors","year":2019,"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":[],"category_scores_codex":[0.002141613,0.0008758824,0.0005884046,0.003657156,0.002229946,0.005638154,0.001384114,0.001639331,0.77508],"category_scores_gemma":[0.01646469,0.0003268275,0.0003402326,0.001493758,0.0005133538,0.002277537,0.002737493,0.001978034,0.7050313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001773317,"about_ca_system_score_gemma":0.003234804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002534524,"about_ca_topic_score_gemma":0.004764423,"domain_scores_codex":[0.9978408,0.0003150121,0.00006492937,0.0003216571,0.001210749,0.0002469057],"domain_scores_gemma":[0.9847748,0.001429471,0.0003927425,0.001173924,0.008706633,0.003522417],"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":[0.00003380044,0.00002416318,0.0002060517,0.00004898995,0.000001386812,0.000035421,0.00005543259,0.00002826574,0.0001490516,0.002459396,0.9568582,0.04009994],"study_design_scores_gemma":[0.000003746018,0.000003970467,0.0001288823,0.00004648252,0.000001775386,0.00004245805,0.00008727235,0.00004894396,0.00009378471,0.000520235,0.9990189,0.000003506282],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001226348,0.001270549,0.005763127,0.01531101,0.02382526,0.0006115281,0.005950108,0.003707136,0.942335],"genre_scores_gemma":[0.001943818,0.0003597895,0.0009702092,0.002368918,0.001248951,0.0001544924,0.001560617,0.000549609,0.9908435],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.77508,"threshold_uncertainty_score":0.3208211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005494149759366354,"score_gpt":0.2229786298171544,"score_spread":0.217484480057788,"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."}}