{"id":"W4393234924","doi":"10.21203/rs.3.rs-4146111/v1","title":"Primary CNS Lymphoma: age as a prognostic biomarker","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"CNS Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta Hospital","funders":"","keywords":"Biomarker; Lymphoma; Oncology; Medicine; Internal medicine; Biology; Genetics","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":[0.001313987,0.0005045088,0.0006960303,0.000999136,0.0001898893,0.001885736,0.0003125074,0.0005968556,0.01161059],"category_scores_gemma":[0.008725564,0.0001556559,0.0003177889,0.001250532,0.0003752259,0.001114624,0.0005226047,0.0006825104,0.003669962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004202053,"about_ca_system_score_gemma":0.0006967189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001369302,"about_ca_topic_score_gemma":0.0008978316,"domain_scores_codex":[0.9995883,0.0001780409,0.00001558841,0.00006825491,0.0001159027,0.00003389943],"domain_scores_gemma":[0.9979305,0.001257577,0.0002347156,0.0001863519,0.0002415937,0.0001492273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002368864,0.0002779413,0.09022894,0.001339001,0.0006942227,0.001256933,0.0005046716,0.01871818,0.006952427,0.1370479,0.3045703,0.4360405],"study_design_scores_gemma":[0.0003123098,0.0004259102,0.09766336,0.0005199871,0.0006412003,0.002780694,0.0005986156,0.1185947,0.008080529,0.5901987,0.180074,0.0001099535],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4053505,0.1123548,0.1678448,0.09248438,0.0186413,0.0001341281,0.02609859,0.003632239,0.1734594],"genre_scores_gemma":[0.897401,0.01795281,0.02136134,0.00131718,0.005926923,0.00005428362,0.004026748,0.0005686426,0.05139106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01161059,"threshold_uncertainty_score":0.03884131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0807152684251299,"score_gpt":0.413873321904115,"score_spread":0.3331580534789851,"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."}}