{"id":"W4416926257","doi":"10.1182/blood.2024027700","title":"Gene expression profiling reveals 2 overarching types of ALCL with distinct targetable biology: an LLMPP study","year":2025,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; University of Toronto; University Health Network; Spinal Cord Injury BC","funders":"","keywords":"Subtyping; Gene expression profiling; Anaplastic large-cell lymphoma; Anaplastic lymphoma kinase; EZH2; Epigenetics","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":[0.0002461932,0.0001815091,0.0002619887,0.0006134125,0.0001949735,0.0004126844,0.0001157931,0.0002238503,0.0008235882],"category_scores_gemma":[0.0003676722,0.00009301802,0.0002041338,0.0005203253,0.0002218003,0.0001601938,0.0003628949,0.0002187658,0.000213274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002258656,"about_ca_system_score_gemma":0.0001138635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000423003,"about_ca_topic_score_gemma":0.0005336666,"domain_scores_codex":[0.9997957,0.0000356026,0.00001464811,0.00007242829,0.00004755113,0.00003406437],"domain_scores_gemma":[0.9998407,0.00005234587,0.00003501071,0.0000178725,0.00003070879,0.00002321335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00145804,0.0001036592,0.7320178,0.00008414037,0.0001383111,0.001319402,0.0003491373,0.0003741686,0.2286411,0.0001091498,0.000358537,0.03504655],"study_design_scores_gemma":[0.00004837709,0.0005339747,0.9567137,0.00001152954,0.0001250527,0.005821501,0.0004152902,0.002340522,0.03180495,0.0001584035,0.002016656,0.00001019918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984267,0.0002956181,0.0006488551,0.00002859111,0.000001333487,0.000009967515,0.0002993176,0.00001154596,0.0002781226],"genre_scores_gemma":[0.9984339,0.0001002083,0.0006407149,0.00003375956,0.000005385198,0.00001485869,0.0005797769,0.000004865149,0.0001866074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008235882,"threshold_uncertainty_score":0.002755165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01403515095322271,"score_gpt":0.2954362688656902,"score_spread":0.2814011179124675,"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."}}