{"id":"W4386704254","doi":"10.5858/arpa.2023-0167-cp","title":"Pancreaticobiliary Cytology Practice in 2021: Results of a College of American Pathologists Survey","year":2023,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Cytopathology; Medicine; Cytology; Papanicolaou stain; Context (archaeology); Fine-needle aspiration; Radiology; Clinical Practice; Biopsy; Pathology; Internal medicine; Family medicine; Cancer","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":[0.001875798,0.0002084859,0.0001988391,0.001329365,0.0002870431,0.0006383787,0.0004308646,0.0006532285,0.00142379],"category_scores_gemma":[0.004323774,0.0002587122,0.0002988327,0.001982572,0.0002423613,0.001035528,0.0007723604,0.0006207266,0.0005688589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007234556,"about_ca_system_score_gemma":0.0005914865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01605872,"about_ca_topic_score_gemma":0.01606899,"domain_scores_codex":[0.9987516,0.0003536255,0.0001799672,0.0001902294,0.0003076562,0.0002168646],"domain_scores_gemma":[0.994959,0.0007955508,0.002244479,0.0001589488,0.0008741,0.00096793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002069627,0.00004263146,0.9985998,0.0000104262,0.000008765107,0.00001770686,0.0001440172,0.00002795901,0.00004166603,0.000005315191,0.0003102583,0.0007707938],"study_design_scores_gemma":[0.00000333071,0.00004776997,0.9990741,0.000007328607,0.000003766041,0.00005402068,0.0004352504,0.0001004087,0.00002565276,0.00000385886,0.0002420095,0.000002376835],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965447,0.0001602617,0.00007104941,0.0002236369,0.000005881477,0.00002692561,0.002302984,0.000006889061,0.0006576218],"genre_scores_gemma":[0.996096,0.0001861614,0.0001376438,0.0001692739,0.00001474561,0.00005073576,0.00304549,0.000003103588,0.00029682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01605872,"threshold_uncertainty_score":0.03193051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03291592593657558,"score_gpt":0.3752490381663039,"score_spread":0.3423331122297284,"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."}}