{"id":"W4205939857","doi":"10.1016/j.pan.2021.05.139","title":"iCyst: 1 year, 1000 and more simulations through an app","year":2021,"lang":"en","type":"article","venue":"Pancreatology","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine","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":[0.001981287,0.001388234,0.0007366089,0.001261962,0.0004416508,0.002407965,0.001440334,0.001179499,0.05949637],"category_scores_gemma":[0.009040595,0.0007015023,0.0007909324,0.0007626907,0.0002941377,0.002086058,0.00258208,0.001216929,0.01834911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004231137,"about_ca_system_score_gemma":0.001193448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004202589,"about_ca_topic_score_gemma":0.005589482,"domain_scores_codex":[0.9992222,0.0001860414,0.0000602572,0.00009913778,0.0003624627,0.00006996247],"domain_scores_gemma":[0.9957188,0.001985472,0.000147636,0.0005877006,0.001061733,0.000498632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001590352,0.0004794266,0.006370795,0.0006464314,0.0002991431,0.0006650434,0.0005766393,0.02549281,0.004122472,0.006407855,0.718249,0.2351],"study_design_scores_gemma":[0.001020296,0.0004898753,0.007861987,0.000507821,0.000285981,0.0007289124,0.000398321,0.2854459,0.009856627,0.01838257,0.6747677,0.0002539864],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"empirical","genre_scores_codex":[0.05146789,0.001981509,0.2722785,0.004940231,0.003394186,0.001766613,0.02732809,0.4625936,0.1742494],"genre_scores_gemma":[0.3279346,0.002886018,0.3687635,0.005631861,0.001348881,0.00346711,0.05634021,0.08816715,0.1454606],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05949637,"threshold_uncertainty_score":0.1990352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1117385454916472,"score_gpt":0.449084741218174,"score_spread":0.3373461957265269,"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."}}