{"id":"W4404848983","doi":"10.1109/itc51657.2024.00055","title":"Digital Scan and ATPG for Analog Circuits","year":2024,"lang":"en","type":"article","venue":"","topic":"Integrated Circuits and Semiconductor Failure Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Siemens (Canada)","funders":"","keywords":"Automatic test pattern generation; Computer science; Electronic circuit; Digital electronics; Analogue electronics; Electronic engineering; Electrical engineering; 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":[0.00003414738,0.00009220646,0.0001030752,0.0001022515,0.00002364946,0.0002547485,0.00004536548,0.00004848355,0.0001171267],"category_scores_gemma":[0.00000769976,0.00007267165,0.00006457108,0.0001609959,0.00001432959,0.000196403,0.000004189991,0.00006470571,0.00002911333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002343906,"about_ca_system_score_gemma":0.000009344362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007947336,"about_ca_topic_score_gemma":0.00002513062,"domain_scores_codex":[0.9995742,0.000001306877,0.00009984691,0.0001321066,0.00004732693,0.0001452098],"domain_scores_gemma":[0.9998147,0.00003528417,0.000002840713,0.00007532103,0.00002240954,0.0000494091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000145629,0.00001396974,0.0005192657,0.0003958684,0.001076623,0.00002755733,0.0006046154,0.0007764279,0.05354188,0.07531425,0.09002677,0.7777013],"study_design_scores_gemma":[0.0002640841,0.000081774,0.0001742468,0.0001001932,0.0002393123,0.00005135153,0.0005751137,0.3146939,0.01247186,0.004348544,0.6662861,0.000713542],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.351904,0.008202845,0.08114168,0.0003593796,0.001104182,0.000383664,0.0002773333,0.002370513,0.5542564],"genre_scores_gemma":[0.9955651,0.00003761194,0.00003341184,0.00002956408,0.00009449311,0.000009094779,0.00003171231,0.0000231991,0.004175861],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7769878,"threshold_uncertainty_score":0.2963464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008178518875195332,"score_gpt":0.2031279775616487,"score_spread":0.1949494586864533,"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."}}