{"id":"W2550559207","doi":"10.1097/mpa.0000000000000743","title":"Identification and Validation of Novel Subtype-Specific Protein Biomarkers in Pancreatic Ductal Adenocarcinoma","year":2016,"lang":"en","type":"article","venue":"Pancreas","topic":"Galectins and Cancer Biology","field":"Immunology and Microbiology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"Deutsches Krebsforschungszentrum","keywords":"Biomarker; Proteomics; Cancer research; Biomarker discovery; Biotinylation; Biology; Computational biology; Medicine; Molecular biology; Biochemistry; 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":[0.0002569765,0.0001009279,0.0001940847,0.0001195646,0.00003709645,0.000004930828,0.00008536412,0.0001365965,0.0001497733],"category_scores_gemma":[0.00007319076,0.00007377728,0.00002950436,0.0001314271,0.0001918063,0.00007082997,0.00002894123,0.00005610369,0.00004205353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000361749,"about_ca_system_score_gemma":0.00002974906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002205967,"about_ca_topic_score_gemma":0.00003034674,"domain_scores_codex":[0.9991454,0.0001072411,0.0002793641,0.000262322,0.00002295627,0.0001826563],"domain_scores_gemma":[0.9995382,0.00006891594,0.0001448659,0.0001875146,0.00004689123,0.00001363717],"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":[0.0001685891,0.00005266765,0.178597,0.00001346532,0.00004983359,6.26166e-7,0.00007234904,4.918868e-8,0.8183447,0.000929233,0.00005839533,0.001713185],"study_design_scores_gemma":[0.001354932,0.00008353381,0.5195441,0.00005638928,0.00001665277,0.0000444505,0.00006951651,6.443261e-7,0.4779992,0.0002017892,0.0005356445,0.00009316862],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950575,0.003726892,0.0003711211,0.0002052614,0.0001557788,0.0002796106,0.0000270351,0.00001839296,0.0001584398],"genre_scores_gemma":[0.9992397,0.0001756485,0.00005482643,0.0000062329,0.00001751471,0.00005229883,0.0000203059,0.000008909991,0.0004245104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3409471,"threshold_uncertainty_score":0.300855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01648217608781688,"score_gpt":0.2274717560697423,"score_spread":0.2109895799819254,"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."}}