{"id":"W4397291978","doi":"10.1016/j.pan.2024.05.525","title":"The multidisciplinary pancreatic cyst clinic: A collaborative approach to streamlined management","year":2024,"lang":"en","type":"article","venue":"Pancreatology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Multidisciplinary approach; Pancreatic cyst; Intensive care medicine; General surgery; Cyst; Radiology","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":[],"category_scores_codex":[0.0009357086,0.0003008205,0.0008587451,0.000253867,0.0003971275,0.0000708909,0.0002825628,0.0002106066,0.0001468629],"category_scores_gemma":[0.0002877686,0.0001842507,0.0001544661,0.0009719458,0.0004155505,0.00005257273,0.0002621625,0.0004380384,0.001491755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001881846,"about_ca_system_score_gemma":0.000416144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004866813,"about_ca_topic_score_gemma":0.00002285367,"domain_scores_codex":[0.9972432,0.0003362009,0.0005715307,0.0007170242,0.0003652747,0.0007667521],"domain_scores_gemma":[0.9972206,0.001464289,0.00005606563,0.0007210937,0.0001702315,0.0003677328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0151629,0.003989435,0.3899916,0.004585634,0.01551648,0.01165684,0.01329647,0.00003114618,0.001604416,0.2164207,0.2131124,0.114632],"study_design_scores_gemma":[0.01235855,0.007801489,0.2979093,0.00177754,0.009048823,0.006155133,0.02946986,0.03415962,0.00041758,0.009334478,0.5897328,0.001834883],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5264212,0.00894845,0.004118268,0.01039286,0.0006310571,0.004286922,0.00007739112,0.0004590996,0.4446647],"genre_scores_gemma":[0.9170306,0.002813068,0.02219675,0.0004945715,0.0003737026,0.002048952,0.0001312381,0.00008102433,0.05483015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3906093,"threshold_uncertainty_score":0.9992857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02937400539263916,"score_gpt":0.3747461231016608,"score_spread":0.3453721177090216,"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."}}