{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002635236,0.0001981126,0.0003197104,0.0003591385,0.0001614794,0.0003525378,0.0001478369,0.0002542793,0.000564226],"category_scores_gemma":[0.001471228,0.0001232006,0.0002942179,0.0003065191,0.0001909382,0.0002537653,0.0001878282,0.000246542,0.00009011301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002485946,"about_ca_system_score_gemma":0.0001696637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001088062,"about_ca_topic_score_gemma":0.001216069,"domain_scores_codex":[0.999859,0.00003929269,0.0000158681,0.00002498205,0.00002948426,0.00003141907],"domain_scores_gemma":[0.9994754,0.000120141,0.000253944,0.00002672846,0.00004290522,0.00008094306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001208233,0.0000291173,0.9916073,0.000007619061,0.0000427788,0.0001743732,0.00002726657,0.0001326634,0.00144104,0.000008301588,0.00004511379,0.005276068],"study_design_scores_gemma":[0.00001812779,0.0002338714,0.998492,0.00000274433,0.00003709633,0.0004432877,0.00004821553,0.0004398344,0.0001714666,0.0000195439,0.00009141309,0.000002441107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994554,0.0002982843,0.0000718661,0.00001248681,0.000001991971,0.000003478299,0.00003149641,0.000001713921,0.0001231397],"genre_scores_gemma":[0.9997888,0.00005085591,0.00004188259,0.000005924486,0.000004983411,0.000002528883,0.0000737122,5.69601e-7,0.00003078862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001088062,"threshold_uncertainty_score":0.00216347,"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."}}