{"id":"W4281675069","doi":"10.3390/curroncol29060332","title":"Minimally Invasive Interventional Procedures for Metastatic Bone Disease: A Comprehensive Review","year":2022,"lang":"en","type":"review","venue":"Current Oncology","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Malignancy; Interventional radiology; Spinal cord compression; Radiology; Electrochemotherapy; Radiofrequency ablation; Surgery; Lung cancer; Intractable pain; Ablation; Bleomycin; Chemotherapy; Spinal cord; Oncology; Pathology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006521106,0.0007431464,0.004369934,0.0004914224,0.0001297456,0.00002152775,0.0004286829,0.0000753293,0.0043423],"category_scores_gemma":[0.004004451,0.000631266,0.002491638,0.0004444245,0.0001822762,0.00006712032,0.0004862198,0.0006377802,0.0001359161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006879263,"about_ca_system_score_gemma":0.004755075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.540985e-7,"about_ca_topic_score_gemma":0.000002531668,"domain_scores_codex":[0.995124,0.0008102073,0.001797252,0.001010939,0.0007165282,0.0005410482],"domain_scores_gemma":[0.9953374,0.001624117,0.001461678,0.0006925541,0.0003223647,0.0005618837],"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":[0.000130824,0.00161673,0.000001940913,0.4428767,0.0007926674,0.000225978,0.000009918395,5.189526e-8,2.284548e-8,0.0001973063,0.1052562,0.4488917],"study_design_scores_gemma":[0.001814446,0.0009328982,0.00001069347,0.09987202,0.03067583,0.0001294651,0.00005948389,0.000005378464,1.191309e-8,0.0002025172,0.8658876,0.0004096958],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002185536,0.9833746,0.00007709711,0.000966853,0.001288089,0.01258731,0.001362839,0.00008047102,0.0002605833],"genre_scores_gemma":[3.874625e-7,0.9713417,0.001267257,0.001292559,0.0002374056,0.01409887,0.01083675,0.0001128422,0.0008122321],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7606314,"threshold_uncertainty_score":0.9996139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3264439512876812,"score_gpt":0.5028930385134384,"score_spread":0.1764490872257571,"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."}}