{"id":"W2614033103","doi":"10.1002/mp.12335","title":"Comparison of <sup>192</sup>Ir, <sup>169</sup>Yb, and <sup>60</sup>Co high‐dose rate brachytherapy sources for skin cancer treatment","year":2017,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital; Sunnybrook Health Science Centre","funders":"","keywords":"Brachytherapy; Imaging phantom; Dosimetry; Materials science; Nuclear medicine; Monte Carlo method; Physics; Optics; Radiation therapy; Medicine; Mathematics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003379053,0.0007123264,0.001371175,0.00007242682,0.0006812337,0.0001525352,0.0007685985,0.0002458032,0.0004408963],"category_scores_gemma":[0.00003609837,0.000590436,0.0003958118,0.0001230843,0.000839322,0.0004415912,0.0001204187,0.000465026,0.000008039423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001575893,"about_ca_system_score_gemma":0.0002553819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001275532,"about_ca_topic_score_gemma":0.00001616769,"domain_scores_codex":[0.9967931,0.0001452697,0.0007670659,0.0008359874,0.0006486051,0.0008099704],"domain_scores_gemma":[0.9972022,0.0004486975,0.0006537432,0.001097547,0.0001593631,0.0004384857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006468176,0.002656,0.0967894,0.0001800871,0.001480418,0.0000120647,0.007756997,0.008778737,0.0008573123,0.006052576,0.007025839,0.8677638],"study_design_scores_gemma":[0.03344909,0.005165231,0.01175191,0.001105947,0.0009869274,0.000008140874,0.002102063,0.3889619,0.2266328,0.05954654,0.2660552,0.004234194],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8760775,0.001343698,0.1183406,0.00127546,0.000101801,0.001520058,0.0005899342,0.0001848394,0.0005661631],"genre_scores_gemma":[0.9909658,0.0006023761,0.004114072,0.000279946,0.002493922,0.0005939354,0.0001921089,0.0001516963,0.0006061293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8635296,"threshold_uncertainty_score":0.9996547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02390139937251966,"score_gpt":0.3554986202314082,"score_spread":0.3315972208588885,"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."}}