{"id":"W4211212008","doi":"10.1002/ueg2.12209","title":"The use of a smartphone application to disseminate guidelines on pancreatic cystic neoplasms","year":2022,"lang":"en","type":"article","venue":"United European Gastroenterology Journal","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Clinical Practice; Best practice; Health care; Family medicine; Management; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.0015643,0.0001483656,0.0003008017,0.0004425041,0.0005674649,0.00002471506,0.000297232,0.00002208926,0.0001105792],"category_scores_gemma":[0.001038204,0.0001005753,0.00009719368,0.0002924945,0.0001751907,0.00002985261,0.0002008056,0.0006974476,0.00005323639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001153341,"about_ca_system_score_gemma":0.00006530535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001421209,"about_ca_topic_score_gemma":0.000006328733,"domain_scores_codex":[0.9971594,0.001168871,0.0006527327,0.0001956175,0.0003950055,0.0004284362],"domain_scores_gemma":[0.9982368,0.0004610533,0.0002745421,0.0004013406,0.0003613457,0.0002648993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01180067,0.0005417893,0.8999761,0.00002325585,0.0004619206,0.0006215654,0.0004841776,0.00432977,0.005822398,0.0001590982,0.06954857,0.006230673],"study_design_scores_gemma":[0.003765502,0.01182721,0.8736898,0.0001329171,0.000419665,0.007018566,0.000555127,0.01231373,0.00003811911,0.00005031662,0.09007409,0.000114923],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855096,0.00003812775,0.005880064,0.007624377,0.0001549196,0.0003668885,0.00002020094,0.00003004146,0.0003757485],"genre_scores_gemma":[0.9874937,0.0001358328,0.004027179,0.00549548,0.0001958584,0.00004373615,0.0000475919,0.00004365748,0.002516963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02628628,"threshold_uncertainty_score":0.4364538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05792372627180306,"score_gpt":0.3280237145363156,"score_spread":0.2700999882645125,"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."}}