{"id":"W4210524163","doi":"10.2139/ssrn.4017385","title":"Pyroptosis Landscape and Subtypes in Pancreatic Adenocarcinoma: Prognostic Significance and Predictive of Therapeutic Response","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Cell death mechanisms and regulation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Pyroptosis; Medicine; Predictive value; Oncology; Adenocarcinoma; Internal medicine; Cancer research; 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":[0.0002494862,0.0001665737,0.0003793911,0.000325506,0.0001876514,0.000678151,0.0001678501,0.0002762867,0.001318731],"category_scores_gemma":[0.0005527491,0.00009279035,0.0002621656,0.0004928807,0.0001941232,0.0002946494,0.0003014817,0.0004000127,0.0003020286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002434331,"about_ca_system_score_gemma":0.0001634709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002176644,"about_ca_topic_score_gemma":0.0004098998,"domain_scores_codex":[0.9998623,0.00002312356,0.00001724334,0.00003797626,0.00002689697,0.00003237383],"domain_scores_gemma":[0.9997211,0.00004272849,0.0001207709,0.00002235108,0.00002509541,0.00006788225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002943771,0.00006986034,0.9363749,0.00006368905,0.0001694718,0.0008247358,0.0000853254,0.0004875589,0.03181238,0.0001943393,0.0002919371,0.02668212],"study_design_scores_gemma":[0.00003521643,0.0004695983,0.9882677,0.00001762536,0.0001276515,0.004006194,0.0002881069,0.001039883,0.003429927,0.0009422087,0.001363966,0.0000119053],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974844,0.001092484,0.0001805358,0.00007110521,0.000007739985,0.000004994899,0.0002040114,0.000008346618,0.0009462739],"genre_scores_gemma":[0.9989795,0.0002785219,0.0001235213,0.00002167326,0.00001063205,0.000003107498,0.0002994534,0.000003672508,0.0002798577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001318731,"threshold_uncertainty_score":0.004411578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004505794563885637,"score_gpt":0.2061522035370796,"score_spread":0.2016464089731939,"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."}}