{"id":"W4406014923","doi":"10.1109/impact63555.2024.10818926","title":"Gen5 CEM RX Compliance Simulation Methodology","year":2024,"lang":"en","type":"article","venue":"","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Advanced Micro Devices (Canada)","funders":"","keywords":"Compliance (psychology); Computer science; Psychology","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":[0.001413088,0.0006802548,0.0003799025,0.0007976107,0.0003310232,0.0008405773,0.001774071,0.00101239,0.01533548],"category_scores_gemma":[0.002405546,0.000398368,0.0007077671,0.0004759509,0.00033316,0.0006836466,0.0009496387,0.001041978,0.001874743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006347413,"about_ca_system_score_gemma":0.002050104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003586899,"about_ca_topic_score_gemma":0.003226588,"domain_scores_codex":[0.9992017,0.0002490904,0.00005345739,0.00008886912,0.0003281534,0.00007872062],"domain_scores_gemma":[0.9990283,0.0003533461,0.0001194478,0.000141105,0.0003264656,0.00003137783],"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":[0.0001106761,0.000132282,0.002291871,0.0003080077,0.00004542602,0.000202933,0.000157592,0.8738154,0.008937851,0.05731287,0.00757416,0.04911104],"study_design_scores_gemma":[0.00003176695,0.0000841187,0.0002841734,0.00003336811,0.00001423749,0.00005486199,0.00003321777,0.9629866,0.005311884,0.004570795,0.02657894,0.00001604298],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01664083,0.0001051135,0.9438727,0.0002109607,0.00007998556,0.0005940206,0.001365535,0.003609699,0.03352126],"genre_scores_gemma":[0.3481657,0.0005052076,0.6224719,0.0002945553,0.00005094298,0.002878975,0.003247945,0.0009263465,0.02145863],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01533548,"threshold_uncertainty_score":0.05130225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1928957437586654,"score_gpt":0.3968703388158613,"score_spread":0.2039745950571959,"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."}}