{"id":"W2158150403","doi":"10.1109/dft.2010.35","title":"Tradeoffs in Imager Design with Respect to Pixel Defect Rates","year":2010,"lang":"en","type":"article","venue":"","topic":"CCD and CMOS Imaging Sensors","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Pixel; Sensitivity (control systems); Image sensor; Reliability (semiconductor); Computer science; Field of view; Charge-coupled device; Artificial intelligence; Optics; Computer vision; Electronic engineering; Physics; Engineering; Power (physics)","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":[0.0001368626,0.0001139743,0.0001054623,0.0001011197,0.00001638479,0.00004308081,0.00008682656,0.00003106908,0.0001155642],"category_scores_gemma":[0.00003840353,0.00008848316,0.00002451333,0.0002298371,0.00001821046,0.00008776232,0.00000709712,0.0001915006,0.0001319508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001635076,"about_ca_system_score_gemma":0.00001025053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003428167,"about_ca_topic_score_gemma":0.0001616201,"domain_scores_codex":[0.9994513,0.00001432539,0.00009507299,0.0001350979,0.0000814521,0.0002227169],"domain_scores_gemma":[0.9996516,0.00008741121,0.000004501529,0.0001753051,0.0000144853,0.00006670124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009047181,0.00005231215,0.002867469,0.00002135771,0.00004052745,0.00009905302,0.001385796,0.02563935,0.9489713,0.0008602027,0.01219504,0.00777716],"study_design_scores_gemma":[0.002238465,0.0003192571,0.0348847,0.00009852302,0.00004619676,0.0002258101,0.0007268477,0.0408879,0.8661516,0.0006232579,0.05223697,0.001560533],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9412612,0.00004703306,0.02673831,0.0005065816,0.0001712698,0.0002252269,0.000001061242,0.0004705216,0.03057883],"genre_scores_gemma":[0.9499829,0.000002463502,0.04921892,0.0001894456,0.00004714535,0.00001104263,4.951579e-7,0.00003276263,0.0005148245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08281972,"threshold_uncertainty_score":0.3608239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009535320455806745,"score_gpt":0.216723124138181,"score_spread":0.2071878036823742,"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."}}