{"id":"W4404578506","doi":"10.1140/epjd/s10053-024-00928-1","title":"A molecular dynamics simulation framework for investigating ionizing radiation-induced nano-bubble interactions at ultra-high dose rates","year":2024,"lang":"en","type":"article","venue":"The European Physical Journal D","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute; University of Waterloo","funders":"","keywords":"Ionizing radiation; Bubble; Molecular dynamics; Nano-; Dynamics (music); Radiation; Physics; Irradiation; Nanotechnology; Materials science; Nuclear physics; Mechanics","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":[0.0004657702,0.0007315804,0.001302861,0.0006199409,0.001148514,0.001285316,0.00253898,0.002238562,0.004931792],"category_scores_gemma":[0.001434891,0.0005723387,0.001069301,0.0006053143,0.001166227,0.0009002262,0.001328845,0.001763303,0.0005184453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001396557,"about_ca_system_score_gemma":0.002139421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01866253,"about_ca_topic_score_gemma":0.01099775,"domain_scores_codex":[0.9997738,0.00006314026,0.000007203568,0.00002710345,0.00007524107,0.00005356774],"domain_scores_gemma":[0.9994855,0.0002531763,0.00004525707,0.00004021828,0.00009192414,0.00008380531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004234582,0.0000998125,0.0004832999,0.000048613,0.00003400198,0.00008315987,0.00004497096,0.9707608,0.002186499,0.02430318,0.0003138388,0.00159943],"study_design_scores_gemma":[0.00001231442,0.00000717363,0.0000665037,0.000003368288,0.000003184861,0.000003936681,0.000006394668,0.9981676,0.0001187958,0.001312034,0.0002944308,0.000004134315],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4169293,0.002041438,0.5129665,0.002225868,0.0005287893,0.0004687464,0.001155983,0.0009873067,0.06269605],"genre_scores_gemma":[0.8764985,0.001000263,0.1124431,0.0004261044,0.0001527773,0.0008169555,0.0006928289,0.000489502,0.007479892],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01866253,"threshold_uncertainty_score":0.03710783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02702612753180973,"score_gpt":0.3339933853186038,"score_spread":0.3069672577867941,"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."}}