{"id":"W3184663704","doi":"10.3390/s21155157","title":"Dosimetric Application of Phosphorus Doped Fibre for X-ray and Proton Therapy","year":2021,"lang":"en","type":"article","venue":"Sensors","topic":"Photonic Crystal and Fiber Optics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"TRIUMF","funders":"","keywords":"Dosimeter; Dosimetry; Materials science; Bragg peak; Linear energy transfer; Proton therapy; Photon; Attenuation; Proton; Radiation; Doping; Radiochemistry; Saturation (graph theory); Optics; Radiation therapy; Nuclear medicine; Optoelectronics; Chemistry; Physics; Nuclear physics; 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":[0.00003836562,0.00006349192,0.0001036402,0.000029356,0.00001669558,0.000007870397,0.00002930816,0.00004192592,0.000004300267],"category_scores_gemma":[0.000009746963,0.00005930858,0.00002892657,0.0001909482,0.0000135778,0.00001885573,0.000007830176,0.00003748729,0.000001277205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001069475,"about_ca_system_score_gemma":0.000007362364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003055184,"about_ca_topic_score_gemma":8.09309e-7,"domain_scores_codex":[0.9996565,0.000003745998,0.0001053198,0.00009237074,0.00005105473,0.00009100185],"domain_scores_gemma":[0.9997644,0.00003660001,0.00001712254,0.0001185641,0.00003749476,0.00002576031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001416268,0.0001759126,0.002023613,0.0007868399,0.0002105277,0.000007045291,0.001706217,0.01398644,0.7628888,0.0009768872,0.0003134077,0.2167827],"study_design_scores_gemma":[0.0009811805,0.00007763503,0.001859007,0.00001435486,0.00001315848,0.000007528908,0.0001107319,0.1110941,0.8011929,0.0003358818,0.08414156,0.0001719615],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956886,0.001849843,0.001301907,0.00002152282,0.00004429295,0.0005321088,0.0000229471,0.0000535887,0.0004852159],"genre_scores_gemma":[0.9977516,0.0007853936,0.00123212,0.000009407098,0.00001905196,0.00006732705,0.00001171709,0.00001553886,0.0001078313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2166108,"threshold_uncertainty_score":0.2418534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009417842920872322,"score_gpt":0.2179162921924841,"score_spread":0.2084984492716118,"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."}}