{"id":"W2509774960","doi":"10.1002/dc.23597","title":"Impact of routine cell block preparation on results of head and neck fine needle aspirates","year":2016,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"Salivary Gland Tumors Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Queen Elizabeth II Health Sciences Centre","funders":"","keywords":"Medicine; Head and neck; Malignancy; Cytology; Fine-needle aspiration; Radiology; Significant difference; Retrospective cohort study; Fine needle aspiration cytology; Surgery; Biopsy; Pathology; Internal medicine","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":[0.003608579,0.0002584072,0.0003066217,0.0006420136,0.0003006453,0.0007532049,0.0004902479,0.0003756715,0.00125934],"category_scores_gemma":[0.0193204,0.0001404356,0.0003162768,0.0006407034,0.0003867783,0.0004435532,0.0005760693,0.0004074263,0.000210706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001302044,"about_ca_system_score_gemma":0.00145476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004918901,"about_ca_topic_score_gemma":0.003762551,"domain_scores_codex":[0.9956658,0.001504385,0.0004936116,0.0004358771,0.001412101,0.0004881671],"domain_scores_gemma":[0.9809858,0.008276605,0.006824821,0.0006484201,0.001942712,0.001321617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004119837,0.0006762615,0.946995,0.0001843325,0.00007162635,0.0004817085,0.0006668124,0.0002902741,0.002448353,0.00003517957,0.0002528857,0.04377786],"study_design_scores_gemma":[0.00002532371,0.003786993,0.9919533,0.00004500155,0.00008606953,0.0006764597,0.0003993559,0.0002510401,0.002224308,0.00001543966,0.0005282574,0.000008501265],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983138,0.000737428,0.000119578,0.00008869055,0.00001782787,0.00002589279,0.00007350664,0.00001003094,0.0006131956],"genre_scores_gemma":[0.9995726,0.0001142857,0.0001339143,0.00002368839,0.000009076321,0.000009445813,0.00006071201,0.00000241062,0.00007404024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004918901,"threshold_uncertainty_score":0.01908427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01712707788494929,"score_gpt":0.3047574256536119,"score_spread":0.2876303477686626,"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."}}