{"id":"W2166431134","doi":"10.1016/j.cll.2015.05.008","title":"Making Sense of Lymphoma Diagnostics in Small Animal Patients","year":2015,"lang":"en","type":"review","venue":"Clinics in Laboratory Medicine","topic":"Veterinary Oncology Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Immunophenotyping; Histopathology; Lymphoma; Pathology; Immunocytochemistry; Polymerase chain reaction; Flow cytometry; Immunohistochemistry; Cytology; Antigen; Biology; Medicine; Immunology; Gene; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004458949,0.0005546987,0.004710273,0.001221519,0.00002108608,0.0000038731,0.0003603046,0.001105107,0.00008440558],"category_scores_gemma":[0.01420676,0.0004467845,0.0001634878,0.002024328,0.0007643722,0.00004949806,0.0003316095,0.001347264,0.00004774623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009188479,"about_ca_system_score_gemma":0.003571278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001342932,"about_ca_topic_score_gemma":0.00004204459,"domain_scores_codex":[0.9942786,0.001071543,0.002671307,0.0007177071,0.0006537728,0.0006070643],"domain_scores_gemma":[0.9939643,0.002846016,0.0008990644,0.0009651632,0.001010042,0.0003153949],"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":[0.0009652344,0.002749882,0.06863353,0.04866764,0.0002348396,0.01100589,0.0006748541,5.031976e-7,0.000002301357,0.0001321913,0.005464244,0.8614689],"study_design_scores_gemma":[0.007198233,0.006033859,0.006313655,0.06228185,0.0006223332,0.0001957117,0.0001442319,0.00001694508,1.610914e-7,0.00003781613,0.9168059,0.0003493436],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03003241,0.9660268,0.000001436402,0.00009222047,0.000971075,0.001760717,0.0001334492,0.00002948204,0.0009523744],"genre_scores_gemma":[0.0010011,0.9970523,0.0005651447,0.0002891791,0.0005652501,0.0001071224,0.0002374768,0.0001236305,0.00005881337],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9113416,"threshold_uncertainty_score":0.9997984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2916169307812262,"score_gpt":0.5153564582141127,"score_spread":0.2237395274328865,"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."}}