{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009841614,0.0003121917,0.0003355239,0.0006702994,0.001319474,0.003119632,0.0007672478,0.00194276,0.007524655],"category_scores_gemma":[0.07820054,0.0001598974,0.0002327847,0.0004207581,0.003284982,0.003697565,0.00284216,0.001419842,0.001192439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001165064,"about_ca_system_score_gemma":0.002530494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007503268,"about_ca_topic_score_gemma":0.001081476,"domain_scores_codex":[0.9911146,0.006902664,0.0003832192,0.0003485697,0.0009226268,0.000328365],"domain_scores_gemma":[0.911751,0.07395709,0.004805692,0.001619993,0.002796931,0.005069322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001436344,0.0007962579,0.1347379,0.00778191,0.0001569266,0.005386129,0.1541094,0.001298744,0.0071917,0.01486528,0.07468303,0.5975564],"study_design_scores_gemma":[0.0003455443,0.002974724,0.1439749,0.01536039,0.0003431152,0.03367944,0.250787,0.01709413,0.01122797,0.06617422,0.4574121,0.0006265681],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.7220793,0.01172875,0.03028771,0.175696,0.001344828,0.0005580282,0.00038357,0.001170077,0.05675177],"genre_scores_gemma":[0.9627843,0.002581179,0.01605432,0.0135541,0.000503857,0.0002634244,0.0001421064,0.00006271066,0.00405395],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.009841614,"threshold_uncertainty_score":0.05204809,"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."}}