{"id":"W3136273465","doi":"","title":"Comprehensive characterisation of pancreatic ductal adenocarcinoma with microsatellite instability: histology, molecular pathology and clinical implications","year":2020,"lang":"en","type":"article","venue":"Utrecht University Repository (Utrecht University)","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Microsatellite instability; Pancreatic cancer; Adenocarcinoma; Medicine; Oncology; Cancer; Immunohistochemistry; Internal medicine; Pathology; Biology; Microsatellite; Gene","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":[0.0001312965,0.0002189204,0.00081077,0.0002702674,0.0002220994,0.000007134573,0.0002247479,0.0003267252,0.00003633385],"category_scores_gemma":[0.00006270599,0.0002299687,0.0001499766,0.0005476679,0.001330327,0.0001557278,0.0001972053,0.0004507037,0.000007347865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002694103,"about_ca_system_score_gemma":0.0005230916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001605002,"about_ca_topic_score_gemma":0.00001247013,"domain_scores_codex":[0.9980772,0.0005099341,0.0003166076,0.0006357229,0.0001744899,0.0002860856],"domain_scores_gemma":[0.9981872,0.0003318547,0.0002769488,0.0004263995,0.0003752451,0.0004023778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002118227,0.0003059677,0.9595968,0.0001904614,0.0005720583,0.004018121,0.000753491,7.885748e-7,0.03010418,0.001344831,0.00008998407,0.0009051649],"study_design_scores_gemma":[0.004434031,0.002115406,0.9753898,0.00007897236,0.001894263,0.001375692,0.002562312,0.0001202596,0.001805548,0.00003744665,0.009904907,0.0002813892],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875673,0.0002623355,0.0009413951,0.003193223,0.00004973452,0.0005823801,0.00003235342,0.00008057412,0.007290698],"genre_scores_gemma":[0.994848,0.0005365197,0.002740757,0.0001858076,0.00003922105,4.161809e-7,0.00005341005,0.0000157476,0.001580083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02829863,"threshold_uncertainty_score":0.937785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0349519248512089,"score_gpt":0.2651026583799601,"score_spread":0.2301507335287512,"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."}}