{"id":"W4251741790","doi":"10.1109/mspec.2018.8544968","title":"Contributors","year":2018,"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; Business","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":[0.002030301,0.0009409797,0.000626771,0.00322929,0.00207292,0.005197397,0.001462704,0.001608476,0.7362178],"category_scores_gemma":[0.01635669,0.0003226757,0.0003500704,0.001383718,0.0005227993,0.00245912,0.002740063,0.001852411,0.671711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001585057,"about_ca_system_score_gemma":0.003052449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001847645,"about_ca_topic_score_gemma":0.003341735,"domain_scores_codex":[0.9981428,0.000267031,0.00006616159,0.000346,0.0009357307,0.0002422254],"domain_scores_gemma":[0.9862856,0.001384074,0.0004190128,0.001260712,0.007224409,0.003426227],"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":[0.00005624773,0.0000331575,0.0003179887,0.00006850184,0.000001958782,0.00005590557,0.00008647527,0.00004519516,0.0002634503,0.003652116,0.9412226,0.05419635],"study_design_scores_gemma":[0.000004458413,0.00000454003,0.0001390032,0.00004698581,0.000002205437,0.00005399711,0.00009780458,0.00007455696,0.0001497227,0.0007022591,0.9987202,0.00000422782],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002049258,0.001787362,0.0114255,0.01932252,0.02718799,0.0007701408,0.008226054,0.005342547,0.9238886],"genre_scores_gemma":[0.00304467,0.0004596808,0.001414803,0.002492501,0.001501349,0.0001996847,0.002042035,0.0007600407,0.9880852],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2637822,"threshold_uncertainty_score":0.3762532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01179840404097719,"score_gpt":0.2636610662771651,"score_spread":0.2518626622361879,"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."}}