{"id":"W4415169472","doi":"10.3390/osteology5040030","title":"Evaluating the Outcomes of Vertebral Biopsies Performed in Osteoporotic Vertebral Fractures: A Systematic Review and Meta-Analysis","year":2025,"lang":"en","type":"review","venue":"Osteology","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Malignancy; Biopsy; Multiple myeloma; Cancer; Vertebral compression fracture; Meta-analysis; Systematic review","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002896638,0.0006424514,0.01535088,0.0009482657,0.00005658334,0.00001744321,0.0004397657,0.0002117461,0.001349063],"category_scores_gemma":[0.005416938,0.0003157717,0.002862219,0.001329571,0.0002196861,0.00005259534,0.000312859,0.0004587857,0.0000231115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007484077,"about_ca_system_score_gemma":0.0004001785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006053596,"about_ca_topic_score_gemma":0.00008097715,"domain_scores_codex":[0.9939847,0.002124515,0.002326361,0.0006144299,0.0005750632,0.0003749045],"domain_scores_gemma":[0.9948329,0.002238017,0.001272066,0.00142839,0.000131775,0.00009687817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00000809401,0.00006314632,0.00008679015,0.8598822,0.1371038,0.00002716566,0.00008846526,7.2218e-7,1.589106e-8,0.0001346951,0.00008231192,0.002522582],"study_design_scores_gemma":[0.0004935159,0.0001739784,0.0001453359,0.03450001,0.963726,0.00002953218,0.0001156219,0.0000556458,6.074976e-8,0.00003501368,0.0005172322,0.0002080792],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005613283,0.9903904,0.000007150882,0.001389,0.00005615919,0.007629511,0.0000611692,0.00001884787,0.0003916251],"genre_scores_gemma":[0.0003284221,0.9913381,0.0003384508,0.002616872,0.000007251042,0.00159663,0.0002005397,0.00003042793,0.003543291],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8266221,"threshold_uncertainty_score":0.9999294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1226374763915192,"score_gpt":0.4594606043466445,"score_spread":0.3368231279551254,"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."}}