{"id":"W4405044602","doi":"10.1182/blood-2024-207439","title":"Creation of a Multistate Model to Improve Prognostication across the Disease Course in Advanced Stage Classic Hodgkin Lymphoma (cHL): A Report from the Holistic Consortium","year":2024,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Princess Margaret Cancer Centre","funders":"","keywords":"Stage (stratigraphy); Lymphoma; Classical Hodgkin lymphoma; Hodgkin lymphoma; Disease; Medicine; Internal medicine; Biology","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":[0.00715199,0.0009249799,0.001015505,0.0007038846,0.0004460621,0.0009020065,0.0008173329,0.0005460841,0.001031706],"category_scores_gemma":[0.007502609,0.0004520144,0.00193343,0.000541846,0.0002648793,0.0004641557,0.0009678298,0.0009564434,0.0001148268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001364533,"about_ca_system_score_gemma":0.002547287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04146919,"about_ca_topic_score_gemma":0.02676146,"domain_scores_codex":[0.9989592,0.0007219457,0.00003957987,0.0001472218,0.00004951685,0.00008256426],"domain_scores_gemma":[0.9943482,0.004673024,0.0002656637,0.0001980249,0.0003479039,0.0001671342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004934583,0.0001803356,0.09140298,0.00004279509,0.0005576252,0.0001074472,0.0001082362,0.8813923,0.0003768025,0.001177077,0.001196338,0.02296464],"study_design_scores_gemma":[0.00001876676,0.00004461569,0.002993168,0.000003858495,0.00004096287,0.00001401805,0.00001437774,0.9962245,0.00005028419,0.0004644532,0.0001244,0.000006527317],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9085631,0.0003762077,0.08767939,0.000794726,0.0000552745,0.0001406319,0.00123564,0.0003172957,0.0008378105],"genre_scores_gemma":[0.9637896,0.0001326168,0.03347307,0.0001246768,0.00003720221,0.0001378799,0.00166736,0.00004723152,0.0005903256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04146919,"threshold_uncertainty_score":0.08245564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02253932062856773,"score_gpt":0.3364671189591528,"score_spread":0.313927798330585,"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."}}