{"id":"W1972449985","doi":"10.1088/0031-9155/58/7/2143","title":"Study of light transport inside scintillation crystals for PET detectors","year":2013,"lang":"en","type":"article","venue":"Physics in Medicine and Biology","topic":"Radiation Detection and Scintillator Technologies","field":"Physics and Astronomy","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Silicon photomultiplier; Specular reflection; Optics; Scintillator; Scintillation; Photomultiplier; Reflector (photography); Materials science; Resolution (logic); Monte Carlo method; Photon; Image resolution; Crystal (programming language); Lyso-; Detector; Physics; Computer science","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":[0.0002692973,0.0003353025,0.0004352039,0.0001617076,0.0002825422,0.0005498129,0.000496942,0.0006110703,0.0005493762],"category_scores_gemma":[0.0007959498,0.0002090259,0.0005054583,0.0003481043,0.0003390297,0.0004904685,0.0002445476,0.0003326959,0.0001305676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001112996,"about_ca_system_score_gemma":0.001049518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00423373,"about_ca_topic_score_gemma":0.002129801,"domain_scores_codex":[0.9998381,0.00002490579,0.000005284,0.00002455057,0.00008460343,0.00002251982],"domain_scores_gemma":[0.999743,0.0001393831,0.00003425132,0.00001705386,0.00005800289,0.000008321165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000780943,0.00005120065,0.003005034,0.0001427078,0.00003177899,0.000258993,0.0001029074,0.8335238,0.1506799,0.005221345,0.0001774665,0.006726739],"study_design_scores_gemma":[0.000007072915,0.00004099261,0.000385247,0.000003824969,0.000006941194,0.00004137974,0.00001633183,0.9700394,0.02864358,0.0002852241,0.0005228844,0.000007009084],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7242563,0.0009151934,0.2691121,0.0001507629,0.00003081058,0.00009155717,0.0001959786,0.0003048837,0.004942297],"genre_scores_gemma":[0.9632377,0.0007240673,0.03386426,0.00002622218,0.000006043624,0.00006158432,0.0001112546,0.00006206083,0.00190668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00423373,"threshold_uncertainty_score":0.008418143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1046145098924692,"score_gpt":0.3471586708617374,"score_spread":0.2425441609692682,"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."}}