{"id":"W2908171531","doi":"10.3324/haematol.2018.209031","title":"Convergence of risk prediction models in follicular lymphoma","year":2019,"lang":"en","type":"letter","venue":"Haematologica","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; Princess Margaret Cancer Centre; University Health Network","funders":"Princess Margaret Cancer Foundation","keywords":"Follicular lymphoma; Lymphoma; Internal medicine; Medicine; Oncology; Follicular phase","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001249987,0.0003231548,0.001171545,0.0002001361,0.00002569285,0.000007431458,0.0001410383,0.0009212374,0.0001841594],"category_scores_gemma":[0.00009009559,0.0002299486,0.0003055258,0.0001826383,0.00008070621,0.00005611928,0.00006062576,0.0002955987,0.0001573516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001924961,"about_ca_system_score_gemma":0.0001448053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003845151,"about_ca_topic_score_gemma":0.000006840818,"domain_scores_codex":[0.9980232,0.0001164584,0.000595306,0.0005225933,0.0004171318,0.0003253516],"domain_scores_gemma":[0.9985819,0.0002612325,0.0003852014,0.0006407334,0.00008970098,0.00004120262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000165281,0.000750634,0.199809,0.0009744812,0.000416045,0.006586764,0.0002139919,0.0001072915,0.000009256395,0.0004157326,0.7889366,0.001614889],"study_design_scores_gemma":[0.0250161,0.002748831,0.4128149,0.005848207,0.003560966,0.004063786,0.0001821311,0.01129489,0.004993677,0.008790679,0.5190074,0.001678467],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8700511,0.006498161,0.000186605,0.1084274,0.001177706,0.002958871,0.0007353487,0.0002063032,0.00975845],"genre_scores_gemma":[0.9268378,0.002550713,0.0005092589,0.06861453,0.00024294,0.0002353642,0.0006029601,0.00004075434,0.0003656697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2699292,"threshold_uncertainty_score":0.9377031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02458733229021958,"score_gpt":0.2415827421129412,"score_spread":0.2169954098227216,"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."}}