{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02410172,0.0003354501,0.0003157273,0.006286008,0.0005147625,0.001621233,0.0007086216,0.0004190926,0.001749449],"category_scores_gemma":[0.05741582,0.0003344864,0.0006889557,0.003426413,0.0007113463,0.001316426,0.002859937,0.0004556463,0.0003631884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001895656,"about_ca_system_score_gemma":0.00197143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003561492,"about_ca_topic_score_gemma":0.006523772,"domain_scores_codex":[0.9829883,0.005122893,0.00452984,0.002167668,0.00410274,0.001088531],"domain_scores_gemma":[0.9170735,0.02198238,0.03371815,0.004893955,0.01921674,0.003115289],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005267225,0.00005130752,0.9889314,0.00008286298,0.0001518877,0.00004185977,0.0005837269,0.000139595,0.0006984843,0.00009815666,0.0005639045,0.008130162],"study_design_scores_gemma":[0.00003306533,0.0004040068,0.9948871,0.00006977124,0.00007323959,0.0001886297,0.00115813,0.00043439,0.001023566,0.00009297593,0.001620708,0.0000145241],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908198,0.0007853951,0.002692692,0.0002369515,0.00006106102,0.0004551359,0.002376752,0.00005978379,0.002512381],"genre_scores_gemma":[0.9905151,0.0003139102,0.00333012,0.0001495419,0.00005403764,0.0005774827,0.004549185,0.00003137182,0.0004792783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9758983,"threshold_uncertainty_score":0.1274636,"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."}}