{"id":"W3111202664","doi":"10.1016/j.pan.2020.07.394","title":"A Pretreatment Prognostic Score to Stratify Survival in Pancreatic Cancer: The Heidelberg Prognostic Pancreatic Cancer (HELPP)-Score.","year":2020,"lang":"en","type":"article","venue":"Pancreatology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Pancreatic cancer; Internal medicine; Cancer; Oncology; Overall survival","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":[0.0007736215,0.0007351243,0.0005556046,0.001497848,0.0002355112,0.0007425765,0.0004763855,0.00036241,0.002465279],"category_scores_gemma":[0.003458783,0.0001237769,0.0007207384,0.001752932,0.000244584,0.0006520539,0.001107615,0.0008339143,0.000719086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007554416,"about_ca_system_score_gemma":0.001434235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00597455,"about_ca_topic_score_gemma":0.007529105,"domain_scores_codex":[0.99967,0.00007850436,0.00003541051,0.00003817723,0.0001049429,0.00007297569],"domain_scores_gemma":[0.9991772,0.0001787123,0.0002010422,0.00007014771,0.0001711716,0.0002017592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00215905,0.00009177232,0.7663187,0.0002125194,0.0006242369,0.000208112,0.00006816623,0.004343379,0.001262421,0.0009831757,0.02907637,0.194652],"study_design_scores_gemma":[0.000431653,0.0008134308,0.9573889,0.0001927931,0.001136903,0.001939314,0.0002275806,0.01238047,0.002858293,0.003637326,0.01890995,0.0000833846],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9173666,0.007717446,0.01276968,0.003086441,0.000466524,0.0004162596,0.03721609,0.0005358678,0.02042503],"genre_scores_gemma":[0.954569,0.00215337,0.009884655,0.0001975373,0.0001906042,0.0002386846,0.02992524,0.00007076725,0.002770186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00597455,"threshold_uncertainty_score":0.01187956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07263433159899998,"score_gpt":0.3588743004199144,"score_spread":0.2862399688209144,"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."}}