{"id":"W4404196385","doi":"10.1177/19160216241296127","title":"Fine Needle Aspirate Flow Cytometry’s Ancillary Utility in Diagnosing Non-Hodgkin Lymphoma in the Head and Neck","year":2024,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Lymphadenopathy Diagnosis and Analysis","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University","funders":"","keywords":"Head and neck; Flow cytometry; Medicine; Lymphoma; Pathology; Hodgkin lymphoma; Radiology; Nuclear medicine; Immunology; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.002621341,0.000284314,0.00120823,0.001112851,0.00009777102,0.0001008029,0.0001149714,0.0002561887,0.0000572053],"category_scores_gemma":[0.0004968302,0.0001908855,0.0002981276,0.001197115,0.000158167,0.0003637989,0.00006594484,0.0004619873,0.000005802674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001076838,"about_ca_system_score_gemma":0.0003426725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000254834,"about_ca_topic_score_gemma":0.0003227471,"domain_scores_codex":[0.9974313,0.0003138501,0.001072891,0.0003645008,0.0003411913,0.0004762164],"domain_scores_gemma":[0.9978008,0.001445189,0.0002074087,0.0002410446,0.00009198891,0.0002135963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002499903,0.000527301,0.9583943,0.0003065923,0.00009215831,0.007619782,0.0007755928,0.000005380426,0.0005198604,0.000005923361,0.001842579,0.02966047],"study_design_scores_gemma":[0.001758335,0.0004396653,0.986524,0.00184795,0.0001531698,0.003291798,0.000143307,0.002378563,0.0002157806,0.00008653891,0.002985087,0.0001757568],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961126,0.03453224,0.00001908803,0.003643407,0.0003549222,0.0001782719,0.000008457626,0.00001336166,0.0001242324],"genre_scores_gemma":[0.992491,0.005250374,0.000133919,0.001671281,0.0003884275,0.00001314453,0.000009052195,0.00002565885,0.000017162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03136496,"threshold_uncertainty_score":0.7784085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02590587036576873,"score_gpt":0.2902024589660828,"score_spread":0.264296588600314,"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."}}