{"id":"W4408271154","doi":"10.1016/j.ijrobp.2025.02.045","title":"Direct-to-Treatment Adaptive Radiation Therapy: Live Planning of Spine Metastases Using Novel Cone Beam Computed Tomography","year":2025,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Cancer Centre; Dalhousie University","funders":"Varian Medical Systems","keywords":"SPINE (molecular biology); Radiation therapy; Medicine; Radiology; Medical physics; Bioinformatics; Biology","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":[0.0003718089,0.000310453,0.0001301215,0.0002462521,0.0001119564,0.000346333,0.0006203013,0.000263277,0.001548366],"category_scores_gemma":[0.0006878099,0.000216081,0.0002557564,0.0001704874,0.0003648634,0.0002528845,0.0003682798,0.0003072476,0.0002322353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005209826,"about_ca_system_score_gemma":0.0005218952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002210571,"about_ca_topic_score_gemma":0.002730971,"domain_scores_codex":[0.9998409,0.000023518,0.000005176389,0.00003814859,0.00008292663,0.000009406954],"domain_scores_gemma":[0.999836,0.00005905009,0.00002981656,0.00003885903,0.00002268156,0.00001368462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001566184,0.0004821341,0.01236048,0.0002420919,0.00007640242,0.0003769168,0.0003749167,0.2787866,0.4573515,0.002214806,0.001179338,0.2449887],"study_design_scores_gemma":[0.0002740094,0.001919298,0.03972773,0.00004196504,0.00009870926,0.003785142,0.00009852623,0.5394681,0.4054435,0.001729563,0.007300986,0.0001125216],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5072666,0.0006566084,0.4859316,0.0001109865,0.00001983622,0.000247876,0.0001826922,0.00111091,0.004472802],"genre_scores_gemma":[0.8859001,0.0001604079,0.1118742,0.00003520672,0.00000669163,0.00006921235,0.0001688531,0.0001921462,0.001593202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002210571,"threshold_uncertainty_score":0.005179822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04273431606740746,"score_gpt":0.3578260861338287,"score_spread":0.3150917700664212,"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."}}