{"id":"W1991386396","doi":"10.3399/bjgp15x684661","title":"Assessing risk and improving survival in lymphoma","year":2015,"lang":"en","type":"letter","venue":"British Journal of General Practice","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Lymphoma; Intensive care medicine; Data science; Computer science; Pathology","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":[0.001714269,0.0002469989,0.0006966292,0.0008890316,0.0007516626,0.001207477,0.0006055474,0.002100413,0.003416665],"category_scores_gemma":[0.02566423,0.000119749,0.0003683487,0.0008658766,0.0004043545,0.001977029,0.001265233,0.003708845,0.001303507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001598191,"about_ca_system_score_gemma":0.0009781311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002722614,"about_ca_topic_score_gemma":0.003933103,"domain_scores_codex":[0.9987788,0.0006182852,0.0001578542,0.00007994565,0.0002078019,0.0001573311],"domain_scores_gemma":[0.9936844,0.003533591,0.0007501856,0.0001773888,0.0009638638,0.0008906329],"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":[0.0005542381,0.0004081325,0.314003,0.0007920046,0.0001631441,0.005995393,0.001578604,0.001329996,0.0004442137,0.004322959,0.1957046,0.4747037],"study_design_scores_gemma":[0.0004437526,0.002568395,0.511117,0.008901185,0.0006044533,0.04290077,0.006988846,0.008481966,0.001027531,0.1218784,0.2948267,0.0002609511],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.153681,0.07260499,0.003020713,0.7307131,0.004014978,0.000104371,0.0007862867,0.0002363413,0.03483832],"genre_scores_gemma":[0.8437592,0.04544081,0.006101079,0.08580211,0.01355218,0.0001495507,0.000908295,0.00006217859,0.004224603],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003416665,"threshold_uncertainty_score":0.01159579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02988396463564497,"score_gpt":0.3125097270541007,"score_spread":0.2826257624184558,"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."}}