{"id":"W4390828140","doi":"10.1016/j.adro.2023.101380","title":"In Regard to Smart et al","year":2024,"lang":"en","type":"article","venue":"Advances in Radiation Oncology","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Melanoma; Immunotherapy; Radiation therapy; Oncology; Ipilimumab; Internal medicine; Immune checkpoint; Immune system; Cancer research; Immunology","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":[0.0003299175,0.00006016407,0.0001469574,0.0002488391,0.000007976598,0.000006305823,0.00003684499,0.00005355059,0.0001877775],"category_scores_gemma":[0.00006133463,0.00005531071,0.00003011462,0.0004015203,0.0000261945,0.0001882038,0.000008936864,0.0001383343,0.00005394022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000475901,"about_ca_system_score_gemma":0.0001771934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008586016,"about_ca_topic_score_gemma":0.001281412,"domain_scores_codex":[0.9993507,0.00005366539,0.0002069476,0.0001811955,0.00007536932,0.0001321153],"domain_scores_gemma":[0.9997017,0.0001481128,0.00002028673,0.00008676118,0.00001021735,0.00003295809],"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":[0.002355597,0.0001595245,0.02824513,0.00006229805,0.00002868892,0.0003721807,0.001592406,0.000346644,0.004916214,0.002739826,0.05814861,0.9010329],"study_design_scores_gemma":[0.001210337,0.0004528866,0.01816518,0.00006740417,0.000003390001,0.00003443606,0.00006885915,0.0002411493,0.0003642278,0.0003017514,0.9790321,0.00005826443],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5528234,0.05826067,0.0009436021,0.3243624,0.006476183,0.001151073,0.00001423302,0.000146423,0.05582202],"genre_scores_gemma":[0.9028496,0.01399209,0.00143593,0.07995417,0.0001489769,0.0001489046,0.00002266108,0.00001930971,0.001428378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9208835,"threshold_uncertainty_score":0.2255505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01339430789072937,"score_gpt":0.39169919056485,"score_spread":0.3783048826741206,"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."}}