{"id":"W4413825175","doi":"10.3390/surgeries6030073","title":"Liver Cysts and Artificial Intelligence: Is AI Really a Patient-Friendly Support?","year":2025,"lang":"en","type":"article","venue":"Surgeries","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Artificial liver; Computer science; Artificial intelligence; Medicine; Surgery; Liver failure","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":[0.0002207437,0.000138905,0.0002468165,0.0001940706,0.0001876009,0.00005581712,0.00004780559,0.0001265299,0.0007478953],"category_scores_gemma":[0.0003824451,0.0001280349,0.00006584895,0.0003495624,0.0002175223,0.0001450192,0.00004333295,0.0001850204,0.0001074693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005343487,"about_ca_system_score_gemma":0.0004921448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005357149,"about_ca_topic_score_gemma":0.0001392792,"domain_scores_codex":[0.9986894,0.00003884511,0.0004997429,0.0002963135,0.000181769,0.0002939643],"domain_scores_gemma":[0.999065,0.0001835309,0.00007089256,0.0002571676,0.00029031,0.0001331342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003515205,0.0001386174,0.0241689,0.0002301883,0.00003748643,0.0000463226,0.00946362,6.153869e-7,0.0003097809,0.01183439,0.02555116,0.9278674],"study_design_scores_gemma":[0.00006547061,0.002099342,0.01197229,0.0009086074,0.0002783491,0.0001686914,0.03921999,0.001095182,0.4609797,0.09746535,0.3848521,0.0008949672],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9633312,0.001005885,0.001525932,0.02602012,0.001694166,0.0005186317,0.00002035186,0.0001204263,0.005763315],"genre_scores_gemma":[0.9933221,0.0004890184,0.0003122527,0.004379605,0.0001295193,0.00003842518,0.0000280017,0.00001170905,0.001289384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9269724,"threshold_uncertainty_score":0.8188929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06800311265644088,"score_gpt":0.3894422961242925,"score_spread":0.3214391834678516,"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."}}