{"id":"W4410722268","doi":"10.3390/curroncol32060303","title":"Ablative Techniques for Lung Metastases: Patient Selection and Outcomes Following Treatment with Stereotactic Radiotherapy or Radiofrequency Ablation","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Medical Imaging and Pathology Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ablative case; Medicine; Radiofrequency ablation; Radiosurgery; Ablation; Selection (genetic algorithm); Radiation therapy; Lung; Radiology; Medical physics; Stereotactic radiotherapy; SABR volatility model; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000957225,0.0001010285,0.0003713118,0.0004237531,0.0002695087,0.000404431,0.0002676088,0.0003037016,0.00104017],"category_scores_gemma":[0.003670196,0.00007924384,0.0005483779,0.0007082371,0.0002556781,0.0004536175,0.000338134,0.000317098,0.0001776284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004573199,"about_ca_system_score_gemma":0.0002989068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00107588,"about_ca_topic_score_gemma":0.002145575,"domain_scores_codex":[0.9992631,0.0002363984,0.00009690048,0.0001370933,0.0001566691,0.0001099455],"domain_scores_gemma":[0.9977078,0.0005488073,0.00131837,0.00007317269,0.000136214,0.0002156202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002388085,0.00002763286,0.991869,0.00002313026,0.00006591014,0.0001789651,0.00008302808,0.0001313538,0.0003046695,0.0000195105,0.0001051303,0.006952887],"study_design_scores_gemma":[0.000008359521,0.000316772,0.99718,0.00001582376,0.0000400756,0.001527034,0.0001787183,0.0002864084,0.000174656,0.00005608778,0.0002099143,0.000006236529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980934,0.001015085,0.0002678944,0.0001130267,0.000005110234,0.00001062894,0.0001493897,0.00000375592,0.0003417333],"genre_scores_gemma":[0.9995574,0.000151283,0.00006966889,0.00002393403,0.0000106937,0.000006510253,0.0001364047,0.000002004149,0.00004206493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00107588,"threshold_uncertainty_score":0.005062342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06523387505042365,"score_gpt":0.4377882878137086,"score_spread":0.3725544127632849,"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."}}