{"id":"W4417004453","doi":"10.1182/blood-2025-6299","title":"PET imaging biomarkers predict survival in peripheral T-cell lymphoma: A systematic review and meta-analysis.","year":2025,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Hazard ratio; Interim; Meta-analysis; Prospective cohort study; Positron emission tomography; Lymphoma; Pet imaging; Clinical trial; Imaging biomarker","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":[0.008178092,0.002027988,0.01387464,0.006480571,0.0004674038,0.002548443,0.002008192,0.001699472,0.004356035],"category_scores_gemma":[0.02139528,0.001187859,0.02470849,0.008125178,0.0005947452,0.001491941,0.00125259,0.001346543,0.0004247332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002237114,"about_ca_system_score_gemma":0.003763397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007597485,"about_ca_topic_score_gemma":0.01471138,"domain_scores_codex":[0.9954994,0.001845956,0.001435934,0.0005657158,0.0004709997,0.0001819513],"domain_scores_gemma":[0.9862899,0.009704281,0.002483021,0.000361042,0.0009807651,0.000180874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001313231,0.00002017063,0.004034555,0.6478487,0.3334965,0.00009966439,0.00006366633,0.0003476486,0.0001774003,0.0001196177,0.0008556231,0.01162313],"study_design_scores_gemma":[0.000564428,0.0001742285,0.005085187,0.06199368,0.9289017,0.0001239362,0.00004874851,0.0001802424,0.00009771125,0.000227412,0.002571456,0.00003128127],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003098884,0.9944983,0.0003727194,0.0002117329,0.000102069,0.0002771982,0.001197592,0.00002054272,0.0002210164],"genre_scores_gemma":[0.1336014,0.8599864,0.001659781,0.0009550928,0.0002195553,0.001546367,0.001674337,0.00003252787,0.000324442],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01387464,"threshold_uncertainty_score":0.04325038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01439393948843025,"score_gpt":0.2669636074333024,"score_spread":0.2525696679448722,"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."}}