{"id":"W2142366416","doi":"10.1118/1.2140118","title":"Development and characterization of a tissue equivalent plastic scintillator based dosimetry system","year":2005,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Cancer Centre; BC Cancer Agency","funders":"","keywords":"Scintillator; Imaging phantom; Dosimetry; Optics; Materials science; Scintillation; Collimator; Linear particle accelerator; Image resolution; Pixel; Dot pitch; Dose profile; Linearity; Physics; Nuclear medicine; Beam (structure); Detector; Medicine","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":[0.00008710568,0.0001062846,0.0001841795,0.00002595368,0.00004094653,0.00000776564,0.00008242589,0.00003520228,0.0001116899],"category_scores_gemma":[0.000004828304,0.00009346354,0.00002167158,0.00009581929,0.0000605536,0.00006984827,0.0000277101,0.00008311049,0.000003601014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000427301,"about_ca_system_score_gemma":0.00008164483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002455044,"about_ca_topic_score_gemma":1.070195e-7,"domain_scores_codex":[0.9991975,0.0000148113,0.0002209634,0.0001458868,0.0002900954,0.0001307791],"domain_scores_gemma":[0.9996104,0.00004827258,0.0001054706,0.0001099228,0.00002700282,0.00009896397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002747807,0.0003172765,0.01173979,0.0002846206,0.00008699302,0.000001782157,0.0003685958,0.00002878121,0.1034208,0.008751227,0.00005486184,0.8749178],"study_design_scores_gemma":[0.0005541691,0.00004233055,0.002132762,0.0002633568,0.00001591295,5.674359e-7,0.00001302935,0.008142986,0.9760369,0.00004007162,0.01256992,0.0001879713],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3932834,0.00001360188,0.6063645,0.0000307023,0.00004540374,0.0001000948,0.000007521634,0.00004405377,0.000110798],"genre_scores_gemma":[0.9895408,0.00000117308,0.00996176,0.00004483038,0.0003760335,0.00001834567,0.00002214136,0.00001624454,0.00001872676],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8747298,"threshold_uncertainty_score":0.3811333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008683279697645874,"score_gpt":0.2616309286730986,"score_spread":0.2529476489754527,"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."}}