{"id":"W4403954341","doi":"10.1002/1878-0261.13747","title":"Minimally invasive determination of pancreatic ductal adenocarcinoma ( <scp>PDAC</scp> ) subtype by means of circulating cell‐free <scp>RNA</scp>","year":2024,"lang":"en","type":"article","venue":"Molecular Oncology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; Ontario Institute for Cancer Research","funders":"Deutschen Konsortium für Translationale Krebsforschung; Universität Duisburg-Essen; Bundesministerium für Bildung und Forschung; Deutsche Forschungsgemeinschaft; Takeda Pharmaceutical Company","keywords":"Transcriptome; Biology; Cancer research; RNA; Adenocarcinoma; Internal medicine; Pathology; Oncology; Medicine; Gene; Gene expression; 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":[0.0003310251,0.0002456211,0.0002850436,0.0005341468,0.0002213092,0.0006069524,0.0001340128,0.0002765312,0.0008248762],"category_scores_gemma":[0.0007344882,0.0001249955,0.0002033987,0.0003982471,0.0002579833,0.0001849901,0.0002620494,0.0003743111,0.0003111879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001446382,"about_ca_system_score_gemma":0.0001945423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004536819,"about_ca_topic_score_gemma":0.0011399,"domain_scores_codex":[0.9996085,0.00005409438,0.00003470251,0.0001612372,0.0001044472,0.00003707644],"domain_scores_gemma":[0.9996905,0.000100008,0.00007641157,0.00005917052,0.00004037073,0.00003356859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003448027,0.00002997152,0.07110757,0.0001116447,0.00006967771,0.0001890658,0.0001053816,0.000192811,0.9149972,0.0001005837,0.0001972695,0.01255404],"study_design_scores_gemma":[0.00003506529,0.0005958447,0.5311812,0.00002851587,0.000143136,0.003473623,0.0002963077,0.002776934,0.4562971,0.0003877267,0.004757661,0.00002695802],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890576,0.0008145865,0.006995195,0.00005463636,0.00001248704,0.0000623054,0.001929729,0.00007896749,0.0009945078],"genre_scores_gemma":[0.9868961,0.0005225556,0.007688336,0.0001035254,0.00002010573,0.00008803202,0.003833286,0.0000298859,0.0008181612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008248762,"threshold_uncertainty_score":0.002759457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01862364111124335,"score_gpt":0.2998420199911129,"score_spread":0.2812183788798695,"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."}}