{"id":"W4254730757","doi":"10.31525/ct1-nct04104230","title":"Quebec Pancreas Cancer Study","year":2019,"lang":"en","type":"article","venue":"Case Medical Research","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Pancreas; Cancer; Medicine; Geography; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006058023,0.0001472952,0.0006476705,0.0003236217,0.0001907662,0.00003058206,0.000265082,0.0002706859,0.0380992],"category_scores_gemma":[0.004731034,0.0001039222,0.00008454744,0.0007303475,0.0005335705,0.00005758175,0.0003105342,0.00177032,0.003036728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004307801,"about_ca_system_score_gemma":0.00408927,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1013558,"about_ca_topic_score_gemma":0.02534559,"domain_scores_codex":[0.9939291,0.0008562329,0.0003580649,0.0005278597,0.003368631,0.0009601014],"domain_scores_gemma":[0.9953683,0.001948994,0.00002709012,0.000715961,0.0006091882,0.001330484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006369335,0.001470342,0.8154263,0.0001917792,0.0002436567,0.06224882,0.0008672305,1.24988e-7,0.0002095388,0.0004726004,0.01901327,0.09921936],"study_design_scores_gemma":[0.01950154,0.007493818,0.6841949,0.000928717,0.0003088574,0.01448268,0.01737633,0.005090402,0.0002305996,0.000224455,0.2496511,0.0005166043],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696339,0.0009336483,0.0000115765,0.004661924,0.0001696525,0.001881881,0.000004702181,0.00004970533,0.02265306],"genre_scores_gemma":[0.932823,0.0002520558,0.00003919893,0.0003633425,0.0004815073,0.0003401816,0.00000659267,0.00002794959,0.06566616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2306379,"threshold_uncertainty_score":0.9977395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1333812645437794,"score_gpt":0.5258309975773172,"score_spread":0.3924497330335378,"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."}}