{"id":"W2153250892","doi":"10.1118/1.4736051","title":"WE‐A‐BRB‐10: Validation of the AAPM/ESTRO TG‐192 Protocol for Robotic Implantation of Brachytherapy Seeds: Spatial Positioning Assessment","year":2012,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; Centre hospitalier universitaire de Québec; Queen's University; University of British Columbia","funders":"","keywords":"Brachytherapy; Imaging phantom; Computer science; Protocol (science); Medical physics; Biomedical engineering; Simulation; Nuclear medicine; Medicine; Radiology; Radiation therapy","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":[0.01490676,0.0006615908,0.000584228,0.0007872401,0.001042581,0.0006686227,0.001438174,0.001058735,0.002979129],"category_scores_gemma":[0.009094035,0.0005935865,0.0006200224,0.0006053209,0.0009847502,0.0003135674,0.0008049548,0.0005595365,0.001961226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008970167,"about_ca_system_score_gemma":0.002180753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003364022,"about_ca_topic_score_gemma":0.003899828,"domain_scores_codex":[0.9934624,0.003223562,0.0005947016,0.0005681174,0.0019001,0.0002510038],"domain_scores_gemma":[0.9909116,0.001733829,0.0009719076,0.003031201,0.002985257,0.0003661323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.008788098,0.004470975,0.01997626,0.001123916,0.0001801139,0.0004783513,0.001446889,0.01421641,0.8734878,0.001215711,0.006769664,0.06784583],"study_design_scores_gemma":[0.0007965823,0.02055382,0.04624526,0.000169746,0.0002081943,0.001428843,0.0002581137,0.009243094,0.8835752,0.000229965,0.03714372,0.0001474481],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7796304,0.001409397,0.1802257,0.000384075,0.0002731314,0.01668127,0.005739734,0.001729345,0.01392695],"genre_scores_gemma":[0.6858354,0.0009702189,0.2701285,0.0005733798,0.00004796356,0.01855289,0.01218791,0.00106762,0.01063606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01490676,"threshold_uncertainty_score":0.07883543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01924335400657243,"score_gpt":0.3623968049828722,"score_spread":0.3431534509762998,"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."}}