{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000695448,0.00003132957,0.00003129301,0.00002591371,0.00003098878,0.00003561065,0.0001614547,0.00001376172,0.00001012961],"category_scores_gemma":[0.000013337,0.00001709377,0.000006994999,0.00005032665,0.00001413245,0.0001498671,0.0001027675,0.00001054623,0.00002095803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003840087,"about_ca_system_score_gemma":0.000007342665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002188335,"about_ca_topic_score_gemma":2.536798e-7,"domain_scores_codex":[0.9997168,0.00001078091,0.00004518045,0.0001166663,0.0000437648,0.00006687448],"domain_scores_gemma":[0.9997661,0.00002536423,0.0000115933,0.0001484441,0.00001990843,0.00002855185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000108269,0.00000836497,0.005048023,0.000002770967,0.000003504289,0.000002306531,0.0001364478,0.000005384208,0.0009498651,0.5905605,0.01038837,0.3928934],"study_design_scores_gemma":[0.002927552,0.000688519,0.06749029,0.0002268744,0.000008948858,0.000197355,0.00002474066,0.4325233,0.1816933,0.1752846,0.1369723,0.001962162],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004032281,0.00002103744,0.9830773,0.002352756,0.00002249358,0.00002978745,6.436933e-8,0.0004841906,0.009980124],"genre_scores_gemma":[0.561242,0.00002701311,0.4344622,0.0002898984,0.00001030837,0.000002605603,2.799358e-8,0.00000175308,0.003964195],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5572097,"threshold_uncertainty_score":0.06970636,"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."}}