{"id":"W4389665707","doi":"10.1109/nssmicrtsd49126.2023.10338562","title":"Simulation Study of Channel Reduction in Side-readout Slab-based Monolithic Crystals used in PET Detector Modules","year":2023,"lang":"en","type":"article","venue":"","topic":"Radiation Detection and Scintillator Technologies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Detector; Image resolution; Crystal (programming language); Photodetector; Scalability; Materials science; Optoelectronics; Energy (signal processing); Resolution (logic); Reduction (mathematics); Slab; Optics; Calibration; Image sensor; Computer science; Electronic engineering; Physics; Artificial intelligence; Engineering; Geometry","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":[0.0002967632,0.0003996556,0.0004760181,0.0003260924,0.0004477296,0.0006286147,0.0008154841,0.001069736,0.003293075],"category_scores_gemma":[0.001023985,0.0002846094,0.0006102997,0.0004437756,0.0004092691,0.000458938,0.0003436568,0.0004252075,0.0001977746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009151725,"about_ca_system_score_gemma":0.001102013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01317573,"about_ca_topic_score_gemma":0.01017779,"domain_scores_codex":[0.999859,0.00002652871,0.000003922887,0.00002053702,0.00004192569,0.00004800473],"domain_scores_gemma":[0.9994324,0.0003348542,0.00005444577,0.00002771208,0.0001039714,0.00004656127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005862681,0.00003957204,0.002404084,0.0000486152,0.00001693498,0.0001233855,0.00003932686,0.9898406,0.004160839,0.001303844,0.0003389448,0.001625156],"study_design_scores_gemma":[0.00001038994,0.00003096464,0.0004731309,0.000004848297,0.000009195678,0.00001519443,0.00002175149,0.9975417,0.00136761,0.0001858956,0.0003343008,0.000005146029],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9409476,0.0006039718,0.03384556,0.0004046737,0.00007376605,0.00004732464,0.0007088667,0.0004299457,0.02293829],"genre_scores_gemma":[0.9903632,0.0001306356,0.007597339,0.00004751496,0.000004020782,0.00003373289,0.000171835,0.00004026674,0.001611441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01317573,"threshold_uncertainty_score":0.02619809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03241593229868681,"score_gpt":0.2888714119533295,"score_spread":0.2564554796546427,"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."}}