{"id":"W3035138544","doi":"10.1097/mpa.0000000000001574","title":"Comparing Pathology Report Quality Indicators in 2 Distinct Whipple Resection Specimen Protocols","year":2020,"lang":"en","type":"article","venue":"Pancreas","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Capital District Health Authority; Health Sciences Centre; Dalhousie University","funders":"","keywords":"Medicine; Lymphovascular invasion; Pancreaticoduodenectomy; Gross examination; Perineural invasion; Cohort; Radiology; Exact test; Histopathology; Lymph node; Pancreatic cancer; General surgery; Pathology; Surgery; Cancer; Internal medicine; Resection; Metastasis","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":[0.001383525,0.0001409018,0.0007691325,0.0001921723,0.00007087498,0.00001319308,0.000117986,0.0001501431,0.0003953394],"category_scores_gemma":[0.002170301,0.0001236171,0.00006749044,0.0006435513,0.0001509669,0.00005502125,0.0001059112,0.0004973824,0.0001201613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001708121,"about_ca_system_score_gemma":0.000288283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004838033,"about_ca_topic_score_gemma":0.0001669659,"domain_scores_codex":[0.9978344,0.0003534205,0.0006258482,0.0004415986,0.0003628433,0.0003818297],"domain_scores_gemma":[0.9988909,0.0001937893,0.0001834526,0.000356138,0.00006269691,0.0003130645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00125339,0.0001911395,0.9924867,0.0001855362,0.00003810314,0.001483742,0.0004925574,4.648577e-7,0.002294983,0.0003430881,0.0007552474,0.0004750275],"study_design_scores_gemma":[0.002244934,0.0004742642,0.9880142,0.0000883204,0.00003682988,0.000377859,0.0001767749,0.0002750253,0.0007145276,0.0001942927,0.007285861,0.0001171208],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9448887,0.00003129066,0.000227965,0.001849671,0.00003029064,0.005910261,0.000003987208,0.0000761339,0.04698173],"genre_scores_gemma":[0.9951491,0.000007497239,0.0007279867,0.0002455853,0.0003024435,0.002945222,0.00005868413,0.00001831733,0.0005452016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05026039,"threshold_uncertainty_score":0.504096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1527881111843657,"score_gpt":0.4376420065197675,"score_spread":0.2848538953354018,"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."}}