{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002084221,0.00008705827,0.0002194141,0.00006598965,0.0001791289,0.00008434026,0.0001904424,0.0001031224,0.001216545],"category_scores_gemma":[0.0003859176,0.0000742339,0.00004072733,0.0004897164,0.0001253121,0.000246262,0.00008932339,0.0000809144,0.0001330223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000090719,"about_ca_system_score_gemma":0.00005328541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004060717,"about_ca_topic_score_gemma":0.00004779952,"domain_scores_codex":[0.9987396,0.0001195824,0.0003148257,0.0004300622,0.0002406322,0.0001552995],"domain_scores_gemma":[0.9982225,0.0007352117,0.00007940407,0.0006286737,0.000257938,0.00007630493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000215336,0.0001927151,0.1748149,0.000004771392,0.00003156722,0.00003056026,0.002141712,0.0009276131,0.003387211,0.774726,0.009588215,0.03413323],"study_design_scores_gemma":[0.0006971608,0.00006488481,0.07759338,0.000007053774,0.00004835517,0.0001824503,0.00209835,0.01347341,0.007992115,0.3727659,0.5247262,0.0003508492],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9282851,0.0002612027,0.04387481,0.004518158,0.00009927678,0.0001881567,0.00006394016,0.0001952194,0.02251412],"genre_scores_gemma":[0.9856494,0.00003673074,0.0119643,0.000627244,0.00005115156,0.00001875929,0.00003545886,0.00000901754,0.001607917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5151379,"threshold_uncertainty_score":0.9996965,"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."}}