{"id":"W4388667101","doi":"10.1109/dft59622.2023.10313555","title":"Image Degradation in Time Due to Interacting Hot Pixels","year":2023,"lang":"en","type":"article","venue":"","topic":"CCD and CMOS Imaging Sensors","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Pixel; Computer vision; Degradation (telecommunications); Artificial intelligence; Computer science; JPEG; Mean squared error; Image (mathematics); Mathematics; Statistics","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":[0.0005667404,0.0003397525,0.0003767535,0.0005218292,0.0002798791,0.0005496012,0.0003769384,0.0005414973,0.002408968],"category_scores_gemma":[0.004174478,0.000234281,0.000281941,0.0004412801,0.0005601456,0.000736332,0.000536861,0.000569893,0.0004220758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005244518,"about_ca_system_score_gemma":0.0001661116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007527682,"about_ca_topic_score_gemma":0.0004669653,"domain_scores_codex":[0.9990823,0.00007147298,0.00003371679,0.0001891339,0.0005012624,0.0001220756],"domain_scores_gemma":[0.9958637,0.00199057,0.0007571251,0.0004607567,0.0006905352,0.0002372756],"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":[0.001777698,0.000244133,0.04267747,0.0002803862,0.0001710483,0.003137404,0.0007817668,0.04684461,0.8165332,0.001345303,0.00100344,0.08520362],"study_design_scores_gemma":[0.00004693393,0.001788902,0.2027824,0.00004144347,0.0001597169,0.007722627,0.0004204449,0.1448266,0.6366194,0.001636104,0.003861347,0.00009402756],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9510086,0.001120961,0.04372576,0.0001353997,0.00004450312,0.00003103197,0.0001363143,0.0006003878,0.003197008],"genre_scores_gemma":[0.9953531,0.0001301109,0.003391946,0.00004372518,0.00001121092,0.00001031376,0.00008027029,0.00004623178,0.0009331024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002408968,"threshold_uncertainty_score":0.008058846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009312865694929971,"score_gpt":0.2358371811530313,"score_spread":0.2265243154581013,"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."}}