{"id":"W6942638184","doi":"10.15129/9ba64ab3-ce67-45d2-84ae-d2e94209713c","title":"Data for: \"Understanding Radiation Response and Cell Cycle Variation in Brain Tumour Cells using Raman Spectroscopy\"","year":2022,"lang":"en","type":"dataset","venue":"University of Strathclyde","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cell sorting; Cell cycle; Raman spectroscopy; Cell; DNA; Fluorescence; Glioma; Radiation; DNA damage","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004185816,0.0001063627,0.0001615116,0.00006184704,0.0002542628,0.00003262328,0.0003186771,0.0001081652,0.004431181],"category_scores_gemma":[0.00005630485,0.00007414046,0.00003603018,0.0001544179,0.000009377961,0.000191419,0.0001370157,0.0001858916,0.000002874195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001445121,"about_ca_system_score_gemma":0.00003536396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006245227,"about_ca_topic_score_gemma":0.003181787,"domain_scores_codex":[0.9991605,0.0001631154,0.000122494,0.0002955252,0.0001172496,0.0001411235],"domain_scores_gemma":[0.9981573,0.001507876,0.0001839307,0.00009606181,0.00001182576,0.00004295784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005028084,0.00006125023,0.00004418671,0.00003061208,0.000009136895,0.00001366128,0.00006808835,0.00008813349,0.2847965,0.00003983738,0.7143192,0.00002664562],"study_design_scores_gemma":[0.0003010259,0.0003930273,0.001251688,0.00006999644,0.0001045622,0.00001012205,0.003205854,0.002886079,0.0004779407,0.0005383823,0.9904203,0.0003410551],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.08493953,0.00005187871,0.000108828,0.0001953538,0.0001177978,0.0002205106,0.9143273,0.000007235973,0.00003157871],"genre_scores_gemma":[0.01267798,0.0004290699,0.0002130789,0.00002459752,0.00005055377,1.719175e-7,0.9865556,7.837236e-7,0.00004815439],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.2843185,"threshold_uncertainty_score":0.9964789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03881198631029023,"score_gpt":0.2316561851177631,"score_spread":0.1928441988074729,"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."}}