{"id":"W3033237799","doi":"10.1182/bloodadvances.2020001923","title":"Gene expression profiling of gray zone lymphoma","year":2020,"lang":"en","type":"article","venue":"Blood Advances","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spinal Cord Injury BC","funders":"Canadian Institutes of Health Research","keywords":"Lymphoma; Biology; Gene expression profiling; Phenotype; Gene; Cancer research; Tumor microenvironment; Gene expression; Immunology; Genetics; Tumor cells","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002669976,0.0001089568,0.0002614171,0.00002300903,0.00003263354,0.000004432799,0.00005086966,0.000032646,0.00003908466],"category_scores_gemma":[0.0000439823,0.00007616044,0.00007643896,0.0001128858,0.00003259419,0.0000799161,0.00003071201,0.00001956462,0.00001894969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001212343,"about_ca_system_score_gemma":0.00004586244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007433512,"about_ca_topic_score_gemma":7.427374e-7,"domain_scores_codex":[0.9992588,0.0000131919,0.0001947666,0.0002115575,0.00019025,0.0001314412],"domain_scores_gemma":[0.9995673,0.00003603581,0.00008943296,0.0001402455,0.00004373619,0.0001232037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002624582,0.001468504,0.413133,0.000321028,0.0001317321,0.0002026167,0.0003220062,0.00002200374,0.5301228,0.0001756894,0.0001518821,0.05368624],"study_design_scores_gemma":[0.003676905,0.0004814024,0.01867958,0.0001233144,0.0001458634,0.00002309943,0.00009399794,0.00001529058,0.9731248,0.00002570268,0.003536489,0.00007357063],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854578,0.0121501,0.0001422046,0.0005151398,0.00006203174,0.0002625795,0.0000148719,0.00005582896,0.001339389],"genre_scores_gemma":[0.9760857,0.0007704063,0.02259427,0.0002955438,0.0001481528,0.00003624249,0.00002176835,0.00001175586,0.00003621302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.443002,"threshold_uncertainty_score":0.3105733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0165713444203845,"score_gpt":0.2615862098945795,"score_spread":0.245014865474195,"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."}}