{"id":"W2616323164","doi":"10.1149/ma2012-01/44/1619","title":"Third-Generation Image Sensors: Opportunities and Challenges","year":2012,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"CCD and CMOS Imaging Sensors","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Image (mathematics); Computer science; Remote sensing; Data science; Computer vision; Geography","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":[0.002295693,0.0006718186,0.0007885657,0.0005225886,0.0004965854,0.002592328,0.001228602,0.002075903,0.009669495],"category_scores_gemma":[0.001030707,0.000352005,0.0004731766,0.0005703041,0.0009691372,0.003271071,0.001105899,0.001864,0.003007796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009904334,"about_ca_system_score_gemma":0.001220675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007591618,"about_ca_topic_score_gemma":0.00155711,"domain_scores_codex":[0.9993201,0.00009033865,0.00001753136,0.0000729711,0.0003679786,0.0001311081],"domain_scores_gemma":[0.999051,0.0002619387,0.00006617709,0.00008326384,0.0004187027,0.000118854],"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":[0.0009385125,0.0002972819,0.003769043,0.002858216,0.000119705,0.0006009542,0.0004324581,0.002241612,0.2126486,0.1390893,0.08817206,0.5488324],"study_design_scores_gemma":[0.00005837293,0.0008376936,0.002119865,0.000550511,0.00007465734,0.00225953,0.0008354071,0.01246684,0.213724,0.03766901,0.7292993,0.000104881],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.08490789,0.4987069,0.2128727,0.06824455,0.005190651,0.0002468464,0.001281328,0.002013385,0.1265357],"genre_scores_gemma":[0.5017604,0.2592855,0.1510127,0.007894604,0.002221295,0.0003962677,0.001853281,0.0004755007,0.07510053],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009669495,"threshold_uncertainty_score":0.03234762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06231565005259457,"score_gpt":0.2374061201411506,"score_spread":0.175090470088556,"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."}}