{"id":"W2947545979","doi":"10.1038/s41598-019-44482-y","title":"Physical Radiation Enhancement Effects Around Clinically Relevant Clusters of Nanoagents in Biological Systems","year":2019,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Science and Technology Facilities Council; Engineering and Physical Sciences Research Council; Queen's University","keywords":"Radiation; Astrobiology; Computer science; Biology; Physics; Optics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001724933,0.0001107628,0.0003991666,0.0001804647,0.00003752076,0.00003756688,0.00006102931,0.00009652394,0.00003555161],"category_scores_gemma":[0.0003007145,0.00008287173,0.0001197567,0.0004140368,0.0001063688,0.00008870449,0.00002428515,0.0001184609,0.00006865535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009957352,"about_ca_system_score_gemma":0.0001136552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001388358,"about_ca_topic_score_gemma":3.852581e-7,"domain_scores_codex":[0.9978704,0.0001242499,0.0007775781,0.0005247391,0.0004935462,0.0002094413],"domain_scores_gemma":[0.9986428,0.0001778541,0.0004555926,0.0005493987,0.00007728432,0.00009704531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003265178,0.001099846,0.5534124,0.0003701328,0.00007596812,0.0001958365,0.0007166104,0.0004748208,0.4354702,0.0001104182,0.001283884,0.006463342],"study_design_scores_gemma":[0.009601214,0.00555528,0.5020439,0.002049153,0.0001939328,0.0003836777,0.0007853247,0.03854051,0.4144814,0.002990031,0.02233339,0.001042198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913805,0.0002747103,0.0001429148,0.00005377217,0.0063862,0.001004406,6.461232e-7,0.00002148731,0.0007353317],"genre_scores_gemma":[0.9981744,0.00002053583,0.00008120614,0.00006446226,0.0000909048,0.00002204607,0.00004407484,0.000007926755,0.001494401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05136855,"threshold_uncertainty_score":0.3379411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01551604783792068,"score_gpt":0.3020371020078839,"score_spread":0.2865210541699632,"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."}}