{"id":"W4281674430","doi":"10.1109/mspec.2022.9792155","title":"Contributors","year":2022,"lang":"en","type":"article","venue":"IEEE Spectrum","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"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":[0.002130975,0.0009226306,0.0007130315,0.003348415,0.00231796,0.005351735,0.00126201,0.001503573,0.6512886],"category_scores_gemma":[0.01614153,0.0003488849,0.000322355,0.001244834,0.0005518042,0.002330879,0.003202227,0.002135484,0.5635809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001485019,"about_ca_system_score_gemma":0.002543102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001210821,"about_ca_topic_score_gemma":0.002064723,"domain_scores_codex":[0.997936,0.0003284809,0.00006441646,0.0003329858,0.001102398,0.000235734],"domain_scores_gemma":[0.9881043,0.001128371,0.0003874054,0.000852126,0.006256626,0.003271253],"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":[0.00004670034,0.0000194542,0.0001571123,0.00006536734,0.000001983256,0.0000682922,0.00007679484,0.00003753516,0.0002148709,0.003206695,0.9487757,0.04732952],"study_design_scores_gemma":[0.000003235329,0.0000045258,0.00009943533,0.00003999843,0.000001604645,0.0000747274,0.00006945261,0.00004558377,0.0001223468,0.0005047449,0.9990311,0.000003299556],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001994143,0.003501802,0.008985502,0.03490777,0.05322379,0.0005473954,0.005382357,0.005939964,0.8855173],"genre_scores_gemma":[0.002882669,0.0006139081,0.001136975,0.002452602,0.002629494,0.000118351,0.001103862,0.0007815252,0.9882808],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3487114,"threshold_uncertainty_score":0.4973944,"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."}}