{"id":"W3132818524","doi":"10.1111/cyt.12964","title":"Pre‐operative diagnosis of a Brunner's gland hamartoma by endoscopic ultrasound‐guided fine needle aspiration","year":2021,"lang":"en","type":"article","venue":"Cytopathology","topic":"Gastrointestinal Tumor Research and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Hamartoma; Mucin; Fine-needle aspiration; Endoscopic ultrasound; Radiology; Immunohistochemistry; Pathology; Biopsy","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":[0.0001264297,0.0001506283,0.0003836537,0.0000714751,0.0000581508,0.00001428132,0.00005722944,0.00004720466,0.0004737639],"category_scores_gemma":[0.001073424,0.0001252097,0.00008056089,0.0001968395,0.0001399501,0.00005276212,0.00004579302,0.0001615849,0.00003983173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006782123,"about_ca_system_score_gemma":0.0001965078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008870222,"about_ca_topic_score_gemma":0.0001040536,"domain_scores_codex":[0.9987524,0.0001626159,0.0002869409,0.0003093447,0.0001901165,0.0002986441],"domain_scores_gemma":[0.9989852,0.0002339951,0.00007577592,0.0002849952,0.0002681943,0.0001518534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001176169,0.0006338048,0.7945959,0.00006244864,0.00004443463,0.002165793,0.0002133496,0.000003793291,0.197504,0.0001417126,0.003429562,0.001087569],"study_design_scores_gemma":[0.003665407,0.004273989,0.4599265,0.0001433134,0.0001024057,0.005731168,0.0001304252,0.00002764696,0.5248615,0.0001492769,0.0008872245,0.0001012096],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957946,0.0009986506,0.000305536,0.001130877,0.00006174163,0.0003512235,0.00006355612,0.00003135091,0.001262449],"genre_scores_gemma":[0.9956496,0.00006445676,0.002197432,0.0002055629,0.00006513632,0.0001483293,0.0002983684,0.00001627447,0.001354883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3346694,"threshold_uncertainty_score":0.5187383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02190792073775806,"score_gpt":0.317621089067342,"score_spread":0.2957131683295839,"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."}}