{"id":"W3184464642","doi":"10.1016/j.cjco.2021.07.005","title":"Assessment of Radiation-Induced Malfunction in Cardiac Implantable Electronic Devices","year":2021,"lang":"en","type":"article","venue":"CJC Open","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; McMaster University; Ottawa Hospital; Kingston General Hospital; Health Sciences Centre; Health Sciences North; Hamilton Health Sciences; University of Toronto; University of Ottawa; Sunnybrook Health Science Centre","funders":"Sunnybrook Research Institute","keywords":"Radiation; Environmental science; Physics; Optics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001939506,0.00007063483,0.0002618076,0.000031507,0.00003076663,0.00003626875,0.0001386366,0.00002201686,0.0003136976],"category_scores_gemma":[0.000002501205,0.00007215601,0.00004159925,0.0001682783,0.00000530593,0.0002464185,0.00005168785,0.00009926463,0.000001306649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009310064,"about_ca_system_score_gemma":0.0002538275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005041914,"about_ca_topic_score_gemma":0.00003039649,"domain_scores_codex":[0.9993418,0.00005478447,0.0002223538,0.000157707,0.0000666038,0.0001567531],"domain_scores_gemma":[0.9995664,0.0000298572,0.0001713066,0.0001816078,0.00003218946,0.00001859023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001406378,0.0001526158,0.7308438,0.00001599267,0.0001681992,0.000001295712,0.00009078356,0.0001656982,0.1175998,0.05943174,0.0006811448,0.09083487],"study_design_scores_gemma":[0.001316178,0.0001560358,0.3072874,0.00007182385,0.00003804706,0.000001867829,0.0003776637,0.0005691512,0.6162367,0.006779389,0.06678666,0.0003790905],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8723571,0.0004598561,0.0467759,0.0001160637,0.0001977063,0.0007948998,0.00004002285,0.00003381499,0.07922466],"genre_scores_gemma":[0.995479,0.00003599146,0.003938486,0.00003282175,0.00005936254,0.00008013618,0.00007249174,0.00001134736,0.0002903217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4986369,"threshold_uncertainty_score":0.3434769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00978907285036859,"score_gpt":0.3264297146932001,"score_spread":0.3166406418428316,"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."}}