{"id":"W3206012913","doi":"","title":"HETEROGENEOUS INDICATIONS AND THE NEED FOR VIABILITY ASSESSMENT: RESULTS OF AN INTERNATIONAL SURVEY ON MACHINE PERFUSION IN LIVER TRANSPLANTATION","year":2021,"lang":"en","type":"article","venue":"IRIS Research product catalog (Sapienza University of Rome)","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Machine perfusion; Liver transplantation; Transplantation; Perfusion; Intensive care medicine; 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":[0.003167453,0.0001847449,0.0002843419,0.001777633,0.000209512,0.0008915522,0.0003735301,0.0003937638,0.001546444],"category_scores_gemma":[0.01359412,0.000124069,0.0003812763,0.002117441,0.0004880127,0.001048737,0.0009133344,0.0004626754,0.000261094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003288623,"about_ca_system_score_gemma":0.000353774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001820232,"about_ca_topic_score_gemma":0.001850552,"domain_scores_codex":[0.9980471,0.0007182251,0.000379838,0.0002128395,0.0004676648,0.0001742849],"domain_scores_gemma":[0.9907067,0.003262178,0.004202438,0.0003518909,0.0008559795,0.0006207572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009268583,0.00003587329,0.98199,0.00005215746,0.00004486839,0.00005155875,0.0004259358,0.00006354615,0.00006324175,0.00009895878,0.0009697993,0.01611143],"study_design_scores_gemma":[0.000004964943,0.00007169821,0.9955755,0.0001383179,0.00003820795,0.0003055174,0.001726719,0.0001615025,0.0000523802,0.00009722625,0.00181876,0.000009113891],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862629,0.006086016,0.0007321573,0.001246732,0.00005333087,0.00003793406,0.0007113037,0.00001163356,0.004857894],"genre_scores_gemma":[0.9971001,0.001981915,0.0002251283,0.0001764171,0.00004158331,0.00002107717,0.0003057744,0.000007256633,0.0001408138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003167453,"threshold_uncertainty_score":0.01675129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04347061039327493,"score_gpt":0.3502455589568016,"score_spread":0.3067749485635267,"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."}}