{"id":"W4403523964","doi":"10.1002/9781394244843.ch6","title":"LYMPHOPROLIFERATIVE DISORDERS","year":2024,"lang":"en","type":"other","venue":"","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Lymphoproliferative disorders; Medicine; Computational biology; Computer science; Biology; Immunology; 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":[0.0001488588,0.0003987221,0.0003310782,0.0008601946,0.0003984939,0.000846185,0.0002357669,0.0003462713,0.07621031],"category_scores_gemma":[0.0005952933,0.0000705959,0.0002074172,0.0008266427,0.0001707957,0.0005398392,0.0005229758,0.0006315076,0.02192112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002980965,"about_ca_system_score_gemma":0.0004850529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006288113,"about_ca_topic_score_gemma":0.001429999,"domain_scores_codex":[0.9998605,0.00001801608,0.00001155342,0.00001361183,0.00006531642,0.00003094258],"domain_scores_gemma":[0.9998184,0.0000610211,0.00002401198,0.000008387477,0.00004573508,0.00004252718],"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":[0.0001081277,0.00007918253,0.00263231,0.001453164,0.00002428492,0.003020091,0.0002137331,0.0001199332,0.002112146,0.009381876,0.2239925,0.7568626],"study_design_scores_gemma":[0.000008989628,0.00001758731,0.001257604,0.0006435649,0.00001387208,0.006801573,0.00005686146,0.00001657154,0.0002913841,0.001422294,0.9894665,0.000003254986],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00887463,0.2500179,0.002525868,0.004487893,0.003596958,0.000165245,0.004303372,0.0004754169,0.7255527],"genre_scores_gemma":[0.07678816,0.3815372,0.007703131,0.008472575,0.006045873,0.0002040957,0.008283596,0.000329316,0.5106361],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07621031,"threshold_uncertainty_score":0.2549489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007411840003162177,"score_gpt":0.2757002775376198,"score_spread":0.2682884375344576,"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."}}