{"id":"W2106075707","doi":"10.1145/2724718","title":"MAGIC","year":2015,"lang":"en","type":"article","venue":"ACM Transactions on Architecture and Code Optimization","topic":"Semiconductor materials and devices","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University; Intel Corporation; National Science Foundation","keywords":"Computer science; MAGIC (telescope); Process (computing); Embedded system; Operating system","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003701203,0.00009067958,0.00007776797,0.00007006484,0.00003586844,0.00003956184,0.00006424105,0.00004709262,0.00009386393],"category_scores_gemma":[0.000005970869,0.00008032827,0.00001645343,0.00008749426,0.00001552703,0.00007083893,0.0000015884,0.00007325794,0.00001315606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001204764,"about_ca_system_score_gemma":0.000006543086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004797615,"about_ca_topic_score_gemma":0.0000166858,"domain_scores_codex":[0.9996415,0.00001262817,0.00008657335,0.00009849315,0.0000704523,0.00009029736],"domain_scores_gemma":[0.9997298,0.00001838658,0.000009450899,0.0001540339,0.00001883227,0.00006955375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001162815,0.00000765706,0.000004567038,0.00001097059,0.00001044783,5.612328e-7,0.0002727894,0.9874411,0.001095831,0.00001279761,0.00007749721,0.01105415],"study_design_scores_gemma":[0.003093366,0.000484319,0.0002426778,0.0001265106,0.0001920846,0.0001778162,0.00075115,0.8780646,0.06256901,0.01095549,0.04201569,0.001327254],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05808001,0.0002547358,0.9384265,0.0002570709,0.0003626173,0.00009570208,0.00002730802,0.0002922196,0.002203844],"genre_scores_gemma":[0.9643685,0.0001625968,0.03507395,0.0001800003,0.0000532254,0.00001097051,0.00001653981,0.0000258775,0.0001083247],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9062885,"threshold_uncertainty_score":0.3275692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01962339405562092,"score_gpt":0.218150015301863,"score_spread":0.198526621246242,"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."}}