{"id":"W4245783794","doi":"10.1145/1961296.1950391","title":"Flikker","year":2011,"lang":"en","type":"article","venue":"ACM SIGPLAN Notices","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Dram; Embedded system; Correctness; Energy consumption; Software; Operating system; Computer hardware; Programming language","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":[],"consensus_categories":[],"category_scores_codex":[0.0007196207,0.001004221,0.0005251632,0.0008737464,0.001034368,0.002043753,0.00238139,0.001356172,0.03403904],"category_scores_gemma":[0.00406481,0.0004814512,0.0006714467,0.0008742761,0.0008964037,0.003663072,0.00211715,0.001873379,0.01386666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001133799,"about_ca_system_score_gemma":0.00138764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001915927,"about_ca_topic_score_gemma":0.00348122,"domain_scores_codex":[0.9986717,0.0001307205,0.00006038112,0.0002913905,0.0006253881,0.0002205631],"domain_scores_gemma":[0.9981903,0.0004902601,0.0001228116,0.0006774526,0.0004373095,0.00008181631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005928724,0.0001775623,0.001783758,0.0008869726,0.00007056812,0.0005916845,0.0004261453,0.02525667,0.05093715,0.07409997,0.1436649,0.7015117],"study_design_scores_gemma":[0.0001306328,0.000379212,0.00173471,0.0002003409,0.0001188988,0.002024315,0.000174682,0.1038663,0.1206989,0.0583955,0.7121054,0.0001711383],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05670597,0.005676885,0.6355458,0.004594336,0.002047336,0.0003546163,0.001522423,0.05689858,0.236654],"genre_scores_gemma":[0.453957,0.003286542,0.2652987,0.004369297,0.0004888648,0.0004042849,0.002859943,0.009535193,0.2598003],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03403904,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05171605834278985,"score_gpt":0.2596344905854311,"score_spread":0.2079184322426413,"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."}}