{"id":"W2157729107","doi":"10.1111/j.1477-2574.2010.00220.x","title":"Unresectable pancreatic adenocarcinoma: do we know who survives?","year":2010,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; General surgery; Adenocarcinoma; Gastroenterology; Internal medicine; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000526187,0.0001717202,0.000584041,0.0001484882,0.0001382836,0.0000299245,0.0001796874,0.0002215391,0.004739663],"category_scores_gemma":[0.0005130498,0.0001345517,0.00009501894,0.0002700805,0.000241632,0.00007618187,0.00008698544,0.000677702,0.001034868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004949362,"about_ca_system_score_gemma":0.0003741825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002983366,"about_ca_topic_score_gemma":0.0001514397,"domain_scores_codex":[0.9984073,0.00009313496,0.0002519015,0.0003303149,0.0003751745,0.0005421945],"domain_scores_gemma":[0.9984385,0.0003876928,0.0000559931,0.0006153765,0.0001542527,0.0003482301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002075567,0.0002083106,0.9580932,0.0001595078,0.0001265727,0.0001895676,0.0004234607,1.495397e-7,0.007535516,0.001473797,0.01588951,0.01569291],"study_design_scores_gemma":[0.003172532,0.0006780374,0.8695717,0.0002663575,0.0003290649,0.000365709,0.0003600692,0.002602525,0.000681564,0.0006065556,0.1211019,0.0002640355],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9376958,0.005207777,0.0002549562,0.001307511,0.0002646176,0.0004834704,0.000008780158,0.00008279086,0.05469428],"genre_scores_gemma":[0.921778,0.002271891,0.005087922,0.0002309398,0.0006922908,0.00009333238,0.00001876687,0.00004676228,0.06978005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1052124,"threshold_uncertainty_score":0.9997429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02793775185174071,"score_gpt":0.3281298174237042,"score_spread":0.3001920655719635,"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."}}