{"id":"W2537863741","doi":"10.1109/nssmic.2010.5874161","title":"Analytic pulse height correction in dual-ended readout PET detectors","year":2010,"lang":"en","type":"article","venue":"","topic":"Radiation Detection and Scintillator Technologies","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thunder Bay Regional Research Institute; University of Toronto","funders":"","keywords":"Lyso-; Detector; Calibration; Asymmetry; Energy (signal processing); SIGNAL (programming language); Physics; Optics; Resolution (logic); Pulse (music); Computational physics; Computer science; Artificial intelligence; Particle 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001034123,0.0001103194,0.0001306089,0.0002381955,0.00006886736,0.00005316542,0.0000658169,0.00004952915,0.002164837],"category_scores_gemma":[0.00002695609,0.00009593526,0.00006676659,0.0003953061,0.00003859406,0.0001302494,0.00002045408,0.0003355456,0.0001556787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002063784,"about_ca_system_score_gemma":0.00002266685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003064151,"about_ca_topic_score_gemma":0.0005134135,"domain_scores_codex":[0.9993001,0.00001681229,0.000198677,0.0002098692,0.00009917679,0.0001753709],"domain_scores_gemma":[0.9995787,0.00003461235,0.00006314355,0.0002428959,0.00003299654,0.00004767886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005106849,0.0002970138,0.7638772,0.00001007135,0.000105901,0.0000205144,0.0003463312,0.00114613,0.03282172,0.01816511,0.01156585,0.1715931],"study_design_scores_gemma":[0.00243301,0.0001854726,0.6221742,0.00002440069,0.0000458568,0.00005931284,0.003428318,0.1324978,0.1956742,0.007848434,0.03438654,0.001242417],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9703395,0.000002250111,0.000292504,0.0001775834,0.001092573,0.0001014285,0.000001638343,0.0002030461,0.02778945],"genre_scores_gemma":[0.9952261,8.419452e-7,0.000152093,0.00002229296,0.00009916293,0.00001502811,0.00000180748,0.000008714842,0.004473914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1703507,"threshold_uncertainty_score":0.9987473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006281109512869718,"score_gpt":0.231900555866102,"score_spread":0.2256194463532323,"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."}}