{"id":"W977413092","doi":"10.1118/1.4925127","title":"SU‐E‐T‐763: Towards the Mechanical Doping of Plastic Scintillators","year":2015,"lang":"en","type":"article","venue":"Medical Physics","topic":"Radiation Detection and Scintillator Technologies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Sunnybrook Health Science Centre","funders":"","keywords":"Scintillator; Materials science; Optics; Electrometer; Linearity; Doping; Detector; Optical fiber; Composite material; Dosimetry; Optoelectronics; Nuclear medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002976546,0.0001107975,0.000198362,0.0000284245,0.00007039932,0.0000248964,0.0003130391,0.00006863983,0.0002145875],"category_scores_gemma":[0.0002571134,0.00007178357,0.000131381,0.0002299623,0.000203425,0.00006317918,0.000104876,0.0002654636,0.00005326017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002212456,"about_ca_system_score_gemma":0.0001707669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007149506,"about_ca_topic_score_gemma":0.000001467065,"domain_scores_codex":[0.9987637,0.00003675485,0.0002495852,0.0001573785,0.000610501,0.0001820654],"domain_scores_gemma":[0.9992592,0.0001307282,0.0001084682,0.0002599905,0.00008981696,0.000151776],"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":[0.00006173443,0.0004140619,0.08320965,0.00004534319,0.0004477334,0.000004150584,0.0009799167,0.002996815,0.0002644607,0.4336139,0.02103318,0.4569291],"study_design_scores_gemma":[0.008838518,0.001143058,0.02325136,0.0004470936,0.0004005829,0.00001481909,0.008837439,0.1641152,0.248707,0.4477799,0.09410564,0.002359458],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.953218,0.00003258619,0.04023948,0.001270754,0.001155403,0.0001375467,0.000008398706,0.000145402,0.003792405],"genre_scores_gemma":[0.9993736,0.00000142231,0.00004871027,0.00007777655,0.0004346909,0.0000081235,0.000001075706,0.00001025372,0.00004432311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4545696,"threshold_uncertainty_score":0.2927249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03436102213912677,"score_gpt":0.2700838301785394,"score_spread":0.2357228080394126,"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."}}