{"id":"W4285803699","doi":"10.1089/ten.teb.2022.0018","title":"<i>Ex Vivo</i> Liver Machine Perfusion: Comprehensive Review of Common Animal Models","year":2022,"lang":"en","type":"review","venue":"Tissue Engineering Part B Reviews","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Ex vivo; Machine perfusion; Liver transplantation; Medicine; Cold storage; Transplantation; Perfusion; In vivo; Economic shortage; Animal studies; Intensive care medicine; Bioinformatics; Surgery; Biology; Internal medicine; Biotechnology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005351619,0.0007381549,0.005496846,0.0002087789,0.00005532945,0.000009072713,0.0003549687,0.0001915359,0.006005299],"category_scores_gemma":[0.00005578837,0.0005825611,0.001033812,0.0005635311,0.00003398567,0.0000741847,0.0001370042,0.0008308777,0.0001312585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001246045,"about_ca_system_score_gemma":0.00009497311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001882793,"about_ca_topic_score_gemma":5.349041e-7,"domain_scores_codex":[0.9966157,0.00022699,0.001889658,0.0004904759,0.0004472782,0.0003299047],"domain_scores_gemma":[0.9979667,0.0002101394,0.0006647446,0.0009081545,0.0000575778,0.0001926657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004304221,0.00005874322,3.946758e-7,0.6455844,0.00007353157,0.0001002087,0.00002813495,0.000002999726,0.0000047095,0.00009142173,0.01116198,0.3428892],"study_design_scores_gemma":[0.0001275915,0.0001860565,5.559042e-7,0.1971001,0.002692329,0.0004766991,5.893052e-7,0.00005749223,0.00002743146,5.534238e-7,0.7989613,0.000369381],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[2.994294e-7,0.9947287,0.0003061314,0.00005699684,0.0002502221,0.003570766,0.00022084,0.0001978156,0.0006681681],"genre_scores_gemma":[3.234488e-7,0.9947012,0.002445984,0.0004407273,0.0001892252,0.0003249751,0.0008261906,0.0001505479,0.0009208393],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7877993,"threshold_uncertainty_score":0.9996626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09270607565731433,"score_gpt":0.3515641568128131,"score_spread":0.2588580811554988,"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."}}