{"id":"W4404581122","doi":"10.1016/j.jlb.2024.100260","title":"Detection of circulating tumor DNA after stereotactic ablative radiotherapy in patients with unbiopsied lung tumors (SABR-Detect)","year":2024,"lang":"en","type":"article","venue":"The Journal of Liquid Biopsy","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Western University","funders":"","keywords":"Ablative case; SABR volatility model; Medicine; Radiosurgery; Radiation therapy; Radiology; Lung; Oncology; Internal medicine","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":[0.0003691156,0.0001607792,0.0003572001,0.0002230086,0.0000293093,0.00001812187,0.00006919234,0.00003469672,0.00004810558],"category_scores_gemma":[0.00002409341,0.00008420635,0.0001105041,0.0003744493,0.00006477568,0.0001465044,0.00001234765,0.0002501873,0.0000013944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000539599,"about_ca_system_score_gemma":0.0001287387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005267762,"about_ca_topic_score_gemma":0.00001416947,"domain_scores_codex":[0.9987543,0.00009932139,0.0004879241,0.0001225852,0.000363106,0.0001728037],"domain_scores_gemma":[0.9991633,0.000140233,0.0003149361,0.0001644028,0.0001486091,0.00006849194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06532241,0.001771196,0.750557,0.00166793,0.005585629,0.002256306,0.01739306,0.0003603513,0.1452772,0.00002175023,0.00006300931,0.0097241],"study_design_scores_gemma":[0.004712686,0.006808281,0.9319994,0.00367321,0.0006760109,0.0007201868,0.0002719059,0.0003585346,0.05056781,0.00001746692,0.00003263594,0.0001618187],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966618,0.002323011,0.0001248485,0.0002821375,0.000182798,0.0003705535,0.000005012474,0.00001131783,0.00003852536],"genre_scores_gemma":[0.9995071,0.00007219088,0.0001611337,0.00007475623,0.0001299088,0.000010289,8.250516e-7,0.00002978586,0.0000139613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1814424,"threshold_uncertainty_score":0.3433835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006491378211000557,"score_gpt":0.2537968908013765,"score_spread":0.2473055125903759,"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."}}