{"id":"W4406337499","doi":"10.1177/21925682241229665","title":"Advanced Radiotherapy Technologies in Spine Tumors: What the Surgeon Needs to Know","year":2025,"lang":"en","type":"article","venue":"Global Spine Journal","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of British Columbia; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"AO Foundation","keywords":"Medicine; Radiation therapy; Radiosurgery; Multidisciplinary approach; Modalities; Radiology; Medical physics","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":[0.0006395873,0.0002116898,0.0004125317,0.0003949931,0.00009343574,0.000163409,0.0003482199,0.00005374553,0.0001454151],"category_scores_gemma":[0.0004819829,0.0001401976,0.0001389764,0.001709983,0.00007382211,0.000246049,0.0001195539,0.0003373558,0.00001701135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003844053,"about_ca_system_score_gemma":0.0001714115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001476188,"about_ca_topic_score_gemma":0.0000208637,"domain_scores_codex":[0.9984145,0.00006259197,0.0004928453,0.0001972748,0.000406377,0.0004264469],"domain_scores_gemma":[0.9992151,0.00001167846,0.0001246942,0.0004155682,0.0001046847,0.0001282657],"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":[0.0004371062,0.0004146649,0.01623566,0.0001278505,0.0002013482,0.0004921434,0.00009436642,0.0003722429,0.001006623,0.004198645,0.03775362,0.9386657],"study_design_scores_gemma":[0.01100837,0.001071064,0.4181896,0.004440887,0.0002826486,0.0004436846,0.01493319,0.000703748,0.0005423063,0.004775877,0.5431072,0.0005013814],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6460731,0.04320027,0.02014379,0.2810024,0.001527297,0.001778379,0.000007621171,0.0002941799,0.005972952],"genre_scores_gemma":[0.9239886,0.01624582,0.03469896,0.01818498,0.0003613377,0.0001160856,0.00001540791,0.00004626602,0.006342538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9381644,"threshold_uncertainty_score":0.5717092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00744584125217785,"score_gpt":0.3008358585509196,"score_spread":0.2933900172987418,"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."}}