{"id":"W2030654345","doi":"10.1053/j.ro.2007.04.004","title":"Musculoskeletal Interventional Radiology: Applications to Oncology","year":2007,"lang":"en","type":"article","venue":"Seminars in Roentgenology","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Medicine; Radiology; Interventional radiology; Transarterial embolization; Radiofrequency ablation; Medical physics; Thermal ablation; Embolization; Ablation","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":[],"consensus_categories":[],"category_scores_codex":[0.0008854909,0.0001447469,0.0003532132,0.0005935999,0.00003647048,0.000003051905,0.0001820917,0.0001312226,0.0008106036],"category_scores_gemma":[0.0001956735,0.000149485,0.000130172,0.0003872424,0.0001503702,0.00002877932,0.0001485536,0.0002377936,0.0003606712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002876372,"about_ca_system_score_gemma":0.00007497804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001247564,"about_ca_topic_score_gemma":0.00008336308,"domain_scores_codex":[0.9983656,0.00008455971,0.0005043674,0.000393195,0.0001674521,0.0004848225],"domain_scores_gemma":[0.9991183,0.0001315619,0.00008870058,0.0003699881,0.00006065162,0.0002308486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002499296,0.005949191,0.1586344,0.0005395785,0.0005424801,0.002523352,0.001188727,0.00007096906,0.009394529,0.04133839,0.03885256,0.7384665],"study_design_scores_gemma":[0.005591952,0.004056205,0.284323,0.0001584646,0.0003439529,0.000755181,0.002498527,0.00009037098,0.000480737,0.005170793,0.6961174,0.0004133658],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.894004,0.001313302,0.06005131,0.008642002,0.0004845984,0.002048353,0.00002060016,0.0001128762,0.03332294],"genre_scores_gemma":[0.9661385,0.00007333668,0.02750725,0.002724047,0.0001599273,0.0003299911,0.0001740426,0.00002802905,0.002864851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7380531,"threshold_uncertainty_score":0.887554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0204342415441808,"score_gpt":0.372401226407686,"score_spread":0.3519669848635052,"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."}}