{"id":"W4389234861","doi":"10.1182/blood-2023-175079","title":"Identification of Risk Categories from the Advanced-Stage Hodgkin International Prognostic Index (A-HIPI) Model: A Detailed Analysis from the Hodgkin Lymphoma International Study for Individual Care (HoLISTIC) Consortium","year":2023,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; International Prognostic Index; Clinical trial; Internal medicine; Oncology; Stage (stratigraphy); Lymphoma; Medical physics; Diffuse large B-cell lymphoma","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":[0.006300327,0.0007231882,0.0008372351,0.0009853288,0.000374806,0.0009080124,0.0008429054,0.0004428981,0.004196684],"category_scores_gemma":[0.01406691,0.0002870311,0.002082633,0.0007406267,0.0001537209,0.0004290894,0.0008462952,0.0007984103,0.0004804213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001097777,"about_ca_system_score_gemma":0.001824512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01263058,"about_ca_topic_score_gemma":0.01072081,"domain_scores_codex":[0.9987046,0.0008265795,0.00007065199,0.0001663005,0.0001642795,0.00006770215],"domain_scores_gemma":[0.9905642,0.007880112,0.0004409833,0.0004138406,0.0005630744,0.0001378359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001637968,0.0003538054,0.3085407,0.0003206048,0.001749665,0.0004564093,0.0002774284,0.5891623,0.0009877055,0.004851926,0.01375963,0.07790191],"study_design_scores_gemma":[0.0003192307,0.0003525714,0.0565014,0.0000817811,0.0004666413,0.0002232636,0.0001253002,0.9325297,0.0004326319,0.00529037,0.003626475,0.00005056805],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8624448,0.0007222937,0.1053644,0.001109134,0.00005394961,0.001482477,0.02178274,0.0007667705,0.006273392],"genre_scores_gemma":[0.9344158,0.0002645208,0.04238289,0.000211598,0.00003932152,0.001137512,0.01989624,0.0001341105,0.001517965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01263058,"threshold_uncertainty_score":0.03331971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02966646942999919,"score_gpt":0.3083927011317674,"score_spread":0.2787262317017682,"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."}}