{"id":"W4233580790","doi":"10.1109/mssc.2021.3088961","title":"[Contributors]","year":2021,"lang":"en","type":"article","venue":"IEEE Solid-State Circuits Magazine","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006903298,0.0006024757,0.0008124883,0.0002905647,0.0002479324,0.0002764655,0.0005259868,0.0001829626,0.001883216],"category_scores_gemma":[0.0005673218,0.0006644687,0.0003219763,0.001653287,0.000209387,0.0005303704,0.0001292313,0.0005540866,0.06824808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003925199,"about_ca_system_score_gemma":0.0005484418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001599189,"about_ca_topic_score_gemma":0.000220523,"domain_scores_codex":[0.9952505,0.0003173383,0.0008680995,0.001108823,0.0008896147,0.001565583],"domain_scores_gemma":[0.9964562,0.000200094,0.0002998926,0.001346743,0.001092552,0.0006045265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003384608,0.0004895169,0.002002687,0.00008632237,0.0002832826,0.002901021,0.0005902738,0.001017337,0.8497804,0.0007300978,0.131347,0.01073829],"study_design_scores_gemma":[0.005678558,0.000161507,0.02457215,0.0001653487,0.0002341258,0.000902113,0.00009295624,0.001032627,0.4439767,0.006523093,0.5146851,0.001975771],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8707963,0.001966501,0.004414993,0.001086653,0.004967606,0.0009477338,0.00268752,0.002334323,0.1107984],"genre_scores_gemma":[0.9685804,0.0001085314,0.00009691247,0.0009533513,0.0006574495,0.00005745741,0.0003370971,0.0003386997,0.02887011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4058037,"threshold_uncertainty_score":0.9995807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02184866239304672,"score_gpt":0.2829242154806474,"score_spread":0.2610755530876007,"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."}}