{"id":"W4404742509","doi":"10.1007/978-94-007-0099-4_2","title":"CMOS Sensors’ Design Strategies","year":2024,"lang":"en","type":"book-chapter","venue":"Analog circuits and signal processing/Analog circuits and signal processing series","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"CMOS; Computer science; Engineering; Electrical 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":["metaepi_narrow","scholarly_communication","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0007337374,0.002085881,0.002233332,0.0005229634,0.001193608,0.002063188,0.0006289345,0.001695316,0.0007068235],"category_scores_gemma":[0.00007159448,0.001877143,0.0004610534,0.0004108615,0.001652529,0.001419327,0.0002355362,0.002571285,0.00005322463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000167825,"about_ca_system_score_gemma":0.000792083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002841651,"about_ca_topic_score_gemma":0.00001356643,"domain_scores_codex":[0.9929706,0.00006228299,0.001723712,0.002506832,0.001221951,0.001514595],"domain_scores_gemma":[0.996874,0.0004180753,0.0006803023,0.0004559062,0.0006512942,0.0009203986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002947089,0.0003458805,0.00006864538,0.03161766,0.003051378,0.004297643,0.005679082,0.003068589,0.06000193,0.3131853,0.003176769,0.5752124],"study_design_scores_gemma":[0.002124968,0.001661381,0.00004582129,0.01529591,0.006295751,0.003632078,0.003635589,0.09044298,0.009458966,0.7909823,0.06446886,0.01195537],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003565372,0.1518258,0.1084414,0.001465189,0.0005043474,0.001982772,0.0006159932,0.003202648,0.7283965],"genre_scores_gemma":[0.8125677,0.001280425,0.0001458823,0.0002784362,0.001147421,0.00003400847,0.0001503071,0.0003932227,0.1840026],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8090023,"threshold_uncertainty_score":0.9997298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02674078173354172,"score_gpt":0.2377219233865399,"score_spread":0.2109811416529982,"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."}}