{"id":"W4392009135","doi":"10.4103/jcrt.jcrt_508_23","title":"Personalized medicine in radiation oncology and radiation sensitivity index: Pathbreaking genomic way to define the role of radiation in cancer management","year":2023,"lang":"en","type":"article","venue":"Journal of Cancer Research and Therapeutics","topic":"Effects of Radiation Exposure","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba","funders":"","keywords":"Radiation oncology; Radiation sensitivity; Index (typography); Personalized medicine; Cancer; Medicine; Radiation therapy; Oncology; Radiation; Radiation tolerance; Radiation exposure; Internal medicine; Sensitivity (control systems); Medical physics; Biology; Bioinformatics; Computer science; Irradiation; Nuclear medicine; World Wide Web; Engineering; Physics; Optics","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":[0.00446747,0.0006078019,0.001420124,0.001688263,0.0003673921,0.003254712,0.0008614903,0.001431844,0.004748957],"category_scores_gemma":[0.008666804,0.0002438298,0.0010136,0.00181898,0.001256232,0.002433728,0.001367825,0.00429029,0.000888043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001308636,"about_ca_system_score_gemma":0.001746334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001081275,"about_ca_topic_score_gemma":0.001557905,"domain_scores_codex":[0.9978945,0.001225201,0.0001300321,0.0002685572,0.0004083952,0.00007343107],"domain_scores_gemma":[0.9941532,0.003755977,0.000638433,0.0004655351,0.0007600989,0.0002267299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000307352,0.0002104399,0.04118101,0.002759697,0.00104644,0.0002901912,0.0003261916,0.004397533,0.007259797,0.06174099,0.02602443,0.854456],"study_design_scores_gemma":[0.0001133944,0.001392032,0.07662205,0.006739138,0.002071131,0.002933498,0.001138302,0.01592867,0.0112672,0.3210942,0.5603201,0.0003802659],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02923766,0.6627906,0.152172,0.1279689,0.003373599,0.0002139995,0.002176386,0.0006479765,0.02141893],"genre_scores_gemma":[0.3623377,0.466054,0.1315305,0.02395694,0.007517085,0.0003729909,0.001997632,0.0002486884,0.005984415],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004748957,"threshold_uncertainty_score":0.02362651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04460511916628593,"score_gpt":0.4189056223640761,"score_spread":0.3743005031977902,"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."}}