{"id":"W2410641680","doi":"10.1145/2925426.2926269","title":"Peruse and Profit","year":2016,"lang":"en","type":"article","venue":"","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Porting; Exploit; Computer science; Rewriting; Process (computing); Architecture; Acceleration; Efficient energy use; Profit (economics); Function (biology); General purpose; Embedded system; Computer architecture; Software engineering; Operating system; Programming language; Engineering; Software; Computer security; Electrical engineering","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":[0.002681831,0.0006540053,0.0006019882,0.001822722,0.002046834,0.01021848,0.001808522,0.002429647,0.2216261],"category_scores_gemma":[0.01441023,0.0003533567,0.0006190726,0.002243696,0.002246326,0.01163137,0.007742118,0.003721622,0.08960143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002685781,"about_ca_system_score_gemma":0.004238924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00230154,"about_ca_topic_score_gemma":0.002656409,"domain_scores_codex":[0.9971688,0.0005411684,0.00009329188,0.0003766372,0.001340574,0.0004795461],"domain_scores_gemma":[0.9960751,0.0007226833,0.0002360345,0.001056921,0.00110061,0.0008085927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001108282,0.00008416593,0.001396758,0.0002659871,0.00002592136,0.0004337864,0.0006704134,0.0007256318,0.0007957291,0.5182486,0.296688,0.1805543],"study_design_scores_gemma":[0.00001387436,0.00002549786,0.0005096465,0.0001602596,0.000006574811,0.0003118822,0.0004380982,0.0005168559,0.0003846788,0.08602343,0.9115945,0.00001476708],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005107755,0.003585171,0.01501995,0.02935762,0.001255496,0.0001116393,0.00087564,0.001921592,0.9427652],"genre_scores_gemma":[0.1823671,0.008840246,0.01207936,0.0114473,0.001637139,0.0003145362,0.002542382,0.003004152,0.7777678],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2216261,"threshold_uncertainty_score":0.7414132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01343089671044413,"score_gpt":0.2388164571767771,"score_spread":0.225385560466333,"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."}}