{"id":"W4244318973","doi":"10.22215/etd/2018-13386","title":"Raman Spectroscopy of Human Lens Epithelial Cells Exposed to a Low-Dose Range of Ionizing Radiation","year":2018,"lang":"en","type":"dissertation","venue":"","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Raman spectroscopy; Ionizing radiation; Lens (geology); Spectroscopy; Human eye; Materials science; Optics; Irradiation; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002204112,0.0001809285,0.0001609066,0.0002877841,0.0002470891,0.0001912598,0.0001710607,0.0002253753,0.0009988387],"category_scores_gemma":[0.0001736781,0.00009423634,0.0002525674,0.0003897127,0.0001407153,0.0001097853,0.0001498864,0.0002733844,0.0002720392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001444312,"about_ca_system_score_gemma":0.0001696764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002082735,"about_ca_topic_score_gemma":0.002119265,"domain_scores_codex":[0.9998314,0.00002961014,0.0000101945,0.00003126947,0.0000778002,0.00001958875],"domain_scores_gemma":[0.9998947,0.00003503168,0.00001139199,0.000009595412,0.00004156229,0.000007567799],"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":[0.00003507226,0.00001488368,0.0004591781,0.00002691018,0.000005814652,0.00004657677,0.00009341567,0.00007614228,0.997368,0.00004221969,0.00002752832,0.001804232],"study_design_scores_gemma":[0.00000289025,0.0002163432,0.01619528,0.000006546346,0.00001648461,0.0001620118,0.000302895,0.000554126,0.9813374,0.00005111982,0.001146311,0.000008503152],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895554,0.001296696,0.00560102,0.00009298812,0.0000331758,0.00003512956,0.0003940455,0.00003316251,0.002958526],"genre_scores_gemma":[0.9805694,0.001907401,0.008903165,0.00009192446,0.0000118848,0.00005385942,0.0006696658,0.00001780759,0.007774938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002082735,"threshold_uncertainty_score":0.004141152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01379496061421116,"score_gpt":0.3326573872557115,"score_spread":0.3188624266415004,"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."}}