{"id":"W2075887856","doi":"10.1188/08.onf.449-454","title":"Understanding the Concept of Uncertainty in Patients With Indolent Lymphoma","year":2008,"lang":"en","type":"review","venue":"Oncology nursing forum","topic":"Numerical Methods and Algorithms","field":"Computer Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba","funders":"","keywords":"Medicine; Lymphoma; Internal medicine; Oncology; Intensive care medicine; Dermatology; Family medicine","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":[0.0002368749,0.0002840145,0.001246652,0.0001640369,0.000150889,0.00002178196,0.0009130949,0.000250157,0.000002558054],"category_scores_gemma":[0.00003975473,0.0001602113,0.0001830061,0.0007626229,0.0005665118,0.00009697501,0.0001277736,0.0003008024,0.000002405222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001880037,"about_ca_system_score_gemma":0.000711555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001434509,"about_ca_topic_score_gemma":0.000003144157,"domain_scores_codex":[0.997694,0.0006168268,0.0005153928,0.0004168988,0.0002839985,0.0004729257],"domain_scores_gemma":[0.998183,0.0006735314,0.0005527717,0.0004745176,0.00004660972,0.00006962151],"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":[0.000007415938,0.0002433333,0.00002370197,0.00006819089,0.00002824221,0.000009414434,0.0004286703,0.00002163548,3.137719e-9,0.007722391,0.0002950615,0.9911519],"study_design_scores_gemma":[0.002050457,0.001951527,0.0001964824,0.01281169,0.0001128681,0.00008333161,0.0003260373,0.0009214314,4.696701e-7,0.005614749,0.9753727,0.0005582621],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004277343,0.7549114,0.2417376,0.0004514899,0.001050768,0.0006794076,0.000008331565,0.00003229098,0.001124494],"genre_scores_gemma":[0.0003820902,0.9613146,0.03789164,0.0002010845,0.00007028846,0.00005091247,0.00001603624,0.00003939785,0.00003399995],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9905937,"threshold_uncertainty_score":0.6533226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08595756026008981,"score_gpt":0.3553679361017726,"score_spread":0.2694103758416828,"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."}}