{"id":"W4200189631","doi":"10.1109/mspec.2021.9641763","title":"Contributors","year":2021,"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":[0.002260817,0.0008714915,0.0006167628,0.003645294,0.002220771,0.005761424,0.001398952,0.001653596,0.7701185],"category_scores_gemma":[0.01761222,0.0003364464,0.0003556359,0.00146027,0.0005158549,0.002343769,0.002729514,0.00201684,0.6982809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001844253,"about_ca_system_score_gemma":0.003235725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002589612,"about_ca_topic_score_gemma":0.004964678,"domain_scores_codex":[0.9977191,0.0003299738,0.00006601252,0.000339799,0.001292305,0.0002528362],"domain_scores_gemma":[0.9827356,0.001630782,0.0004226045,0.001267788,0.009894982,0.004048217],"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":[0.00003441991,0.00002459209,0.0002092837,0.00004965029,0.000001415122,0.00003480067,0.00005706926,0.00002891713,0.0001550035,0.002373168,0.9579843,0.03904725],"study_design_scores_gemma":[0.000004073158,0.000004173434,0.0001317076,0.00004790357,0.000001922355,0.00004310114,0.00009525272,0.00005378418,0.00009845141,0.0005291255,0.9989868,0.000003636324],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001321439,0.001296934,0.006602196,0.0168682,0.02556988,0.000688615,0.006370194,0.004148221,0.9371343],"genre_scores_gemma":[0.001978278,0.0003646424,0.001100781,0.002653871,0.001324906,0.0001709809,0.001573334,0.0006276248,0.9902056],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2298815,"threshold_uncertainty_score":0.327898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01117945450172247,"score_gpt":0.2476653127056024,"score_spread":0.23648585820388,"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."}}