{"id":"W4406531033","doi":"10.1111/aor.14951","title":"Highlights From the 2nd Turin International Workshop on Liver Machine Perfusion","year":2025,"lang":"en","type":"article","venue":"Artificial Organs","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Medicine; Perfusion; Engineering; Medical physics; Computer science; Engineering ethics; Internal 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":[0.01733803,0.001358549,0.0008390357,0.001521829,0.0009973809,0.00550431,0.001261852,0.004633844,0.01079454],"category_scores_gemma":[0.01560214,0.0003695593,0.001356188,0.001060555,0.001177488,0.002991394,0.00274101,0.008229876,0.003203587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003090761,"about_ca_system_score_gemma":0.004786662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002353116,"about_ca_topic_score_gemma":0.004228268,"domain_scores_codex":[0.9947466,0.001927628,0.0004543637,0.0005506034,0.00175065,0.0005700493],"domain_scores_gemma":[0.9835523,0.007246817,0.001125609,0.0002703521,0.005607041,0.002197964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004966094,0.00006784224,0.0006773512,0.003092475,0.000079641,0.0004968138,0.0003091672,0.0002517022,0.0005662523,0.004385179,0.8356327,0.1539442],"study_design_scores_gemma":[0.00003338093,0.0001256563,0.002110668,0.004648172,0.00007427046,0.0004581333,0.000450654,0.00005416411,0.0005652297,0.001396634,0.990044,0.00003909056],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.002627482,0.4344601,0.001413605,0.4228724,0.1231655,0.00008901729,0.0007543169,0.00008210032,0.01453541],"genre_scores_gemma":[0.04369745,0.5503365,0.003458848,0.176065,0.1971018,0.0004026718,0.002081845,0.0002384175,0.02661744],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01733803,"threshold_uncertainty_score":0.09169334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01662970639717678,"score_gpt":0.2835850747140451,"score_spread":0.2669553683168684,"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."}}