{"id":"W2089208815","doi":"10.1016/j.radonc.2013.11.015","title":"A clinical nomogram and recursive partitioning analysis to determine the risk of regional failure after radiosurgery alone for brain metastases","year":2014,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Recursive partitioning; Radiosurgery; Nomogram; Medicine; Logistic regression; Nuclear medicine; Lesion; Retrospective cohort study; Radiology; Internal medicine; Radiation therapy; Surgery","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":[0.003616079,0.001006465,0.00114346,0.00226498,0.000594052,0.001017142,0.001139183,0.0008596437,0.001058719],"category_scores_gemma":[0.01394275,0.0002871042,0.001693256,0.0008379176,0.0005433345,0.0008193459,0.0007386774,0.0008924081,0.0003872149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005582641,"about_ca_system_score_gemma":0.0009088408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004274517,"about_ca_topic_score_gemma":0.004337684,"domain_scores_codex":[0.9986959,0.0007672269,0.00008936333,0.0001373255,0.0002282325,0.00008197969],"domain_scores_gemma":[0.9916556,0.006219138,0.0007192597,0.0004188177,0.0006406028,0.0003466496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005046025,0.0002507031,0.7147739,0.0002543931,0.001386053,0.0008759032,0.0002694926,0.1018081,0.003803415,0.001879752,0.004267352,0.1653849],"study_design_scores_gemma":[0.0004363561,0.002271782,0.4318235,0.0000882366,0.001495695,0.004867292,0.0003959214,0.5462474,0.002133421,0.006445279,0.003625537,0.0001694749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9211502,0.003446028,0.06892493,0.0008089644,0.0001544712,0.0002331689,0.001025434,0.0004296058,0.003827224],"genre_scores_gemma":[0.9913746,0.0002345188,0.007357264,0.00004737579,0.00004618239,0.00006307811,0.000564278,0.00004910524,0.0002635375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004274517,"threshold_uncertainty_score":0.01912391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02844256323249347,"score_gpt":0.3486490524420539,"score_spread":0.3202064892095604,"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."}}