{"id":"W6945299411","doi":"10.24433/co.2685736.v4","title":"High-level Model for NMQ-RO strong PUF","year":2022,"lang":"en","type":"other","venue":"Code Ocean","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Integrated circuit; Electronic circuit; Key (lock); Physical unclonable function; Circuit design","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002918369,0.0006018595,0.0006611607,0.0004727591,0.0001513756,0.0000614927,0.0009693294,0.0003329296,0.01285559],"category_scores_gemma":[0.00006631509,0.000663067,0.0002689075,0.0002096564,0.00009237679,0.00006195045,0.0003432053,0.0004628497,0.00201264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004816806,"about_ca_system_score_gemma":0.0002832593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001099727,"about_ca_topic_score_gemma":0.0006906498,"domain_scores_codex":[0.9974225,0.00006149453,0.0003275319,0.0008878155,0.0005711342,0.0007295942],"domain_scores_gemma":[0.9981369,0.00005233637,0.0003994507,0.001171529,0.0000540385,0.0001857566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004724993,0.00008788295,0.00002907672,0.0001239801,0.0001827006,0.000007345643,0.00007828801,0.003885363,0.00003397985,0.008812773,0.9864458,0.000265524],"study_design_scores_gemma":[0.001285456,0.0000477612,0.00001121156,0.0000621072,0.0001859539,0.000003138289,0.00004813499,0.07198074,0.00001935732,0.001113668,0.9244787,0.0007637973],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001600424,0.001800806,0.03183195,0.0002510204,0.001711849,0.003538422,0.1253777,0.003437693,0.8318905],"genre_scores_gemma":[0.00222731,0.00001688559,0.01326993,0.000183751,0.0007077495,0.0001110433,0.003724984,0.006075289,0.9736831],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1417925,"threshold_uncertainty_score":0.9995821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08304095957562492,"score_gpt":0.2947105392397636,"score_spread":0.2116695796641387,"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."}}