{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008552085,0.0003532327,0.001304955,0.000485363,0.00008023196,0.00001961224,0.0004088473,0.0005740659,0.00007172076],"category_scores_gemma":[0.004586288,0.0003386461,0.0003073131,0.0006304391,0.0005612256,0.0001013154,0.0002399673,0.0005771602,0.00005860195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003863485,"about_ca_system_score_gemma":0.001805447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001715441,"about_ca_topic_score_gemma":0.00004876018,"domain_scores_codex":[0.9964955,0.0004901549,0.0009699876,0.0006486328,0.0006999323,0.0006957296],"domain_scores_gemma":[0.9950989,0.003093177,0.0003906045,0.0006768026,0.0004537406,0.0002867917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004251428,0.0005054467,0.08018141,0.001590014,0.0004869214,0.003128275,0.0030812,0.000005551746,0.9038752,0.0004189552,0.005111392,0.001573118],"study_design_scores_gemma":[0.008789669,0.01278564,0.104538,0.001184939,0.004913334,0.00216857,0.006020307,0.01070998,0.8406467,0.003361457,0.004617907,0.0002634237],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9560953,0.007944863,0.002735601,0.0003030566,0.0002084652,0.0009079871,0.00005838286,0.00006883026,0.03167749],"genre_scores_gemma":[0.9885707,0.0003066175,0.008524673,0.0002193157,0.0001176324,0.0001015662,0.0001264456,0.00008052859,0.001952518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06322845,"threshold_uncertainty_score":0.9999065,"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."}}