{"id":"W4382653168","doi":"10.3390/diagnostics13132237","title":"Pretreatment CT Texture Parameters as Predictive Biomarkers of Progression-Free Survival in Follicular Lymphoma Treated with Immunochemotherapy and Rituximab Maintenance","year":2023,"lang":"en","type":"article","venue":"Diagnostics","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Cancer Research","keywords":"Medicine; Hazard ratio; Follicular lymphoma; Rituximab; Internal medicine; Lymphoma; Kurtosis; Progression-free survival; Oncology; Nuclear medicine; Confidence interval; Overall survival; Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001527782,0.0003338644,0.0006115576,0.000210803,0.00005499885,0.0000214921,0.0001108581,0.00009450658,0.00001069788],"category_scores_gemma":[0.000427798,0.0002204082,0.0001013079,0.0006669165,0.0002330981,0.00005806767,0.00006488296,0.00005974529,0.00001147318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002659279,"about_ca_system_score_gemma":0.000148141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006207079,"about_ca_topic_score_gemma":0.00004987416,"domain_scores_codex":[0.9983094,0.00006930724,0.0003280107,0.0004540569,0.000440302,0.0003989304],"domain_scores_gemma":[0.9983078,0.0007392613,0.0001472444,0.0005402861,0.0001082099,0.0001571919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001977748,0.003313358,0.95111,0.0001109639,0.001192324,0.003199369,0.0004113828,0.00001693883,0.00008673861,0.0001156669,0.0009740652,0.03749147],"study_design_scores_gemma":[0.03459922,0.003807902,0.9432154,0.001566126,0.000426655,0.0001623934,0.0006052974,0.0005907326,0.01424387,0.0002062316,0.0003175731,0.0002586123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946626,0.002393454,0.00001049564,0.0007426573,0.00006067552,0.001453455,0.0001557424,0.00009747752,0.0004234228],"genre_scores_gemma":[0.9920494,0.0062225,0.0008881877,0.0001030667,0.00001509485,0.0004129368,0.0001942169,0.00004665419,0.00006792147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03723285,"threshold_uncertainty_score":0.8987987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008685873162156134,"score_gpt":0.2574035625596965,"score_spread":0.2487176893975404,"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."}}