{"id":"W3048226865","doi":"10.1016/j.xjon.2020.08.004","title":"Commentary: Organ ARCs: Assessment and repair centers in transplantation as gateways to meaningful therapeutic interventions","year":2020,"lang":"en","type":"editorial","venue":"JTCVS Open","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Organ transplantation; Lung transplantation; Ex vivo; Transplantation; Organ donation; Medicine; Organ culture; Lung; General surgery; Surgery; In vivo; Biology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006993666,0.0003316392,0.000784223,0.0002470724,0.00009389385,0.0001497027,0.0003189275,0.0002514294,0.0002108319],"category_scores_gemma":[0.00006908307,0.0003005426,0.0002120795,0.0002743344,0.00003644746,0.0001810447,0.0001005325,0.0006990947,0.00002341383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002520162,"about_ca_system_score_gemma":0.0002404208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00208868,"about_ca_topic_score_gemma":0.001633366,"domain_scores_codex":[0.9976736,0.0003170186,0.0006512161,0.0005971552,0.0004917254,0.0002692401],"domain_scores_gemma":[0.998771,0.0004639101,0.0001508413,0.0002913703,0.0000784173,0.0002444667],"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":[0.002868517,0.0005440008,0.03538506,0.005102904,0.001060032,0.0007900694,0.009666143,0.000008198557,0.0005344215,0.0004770488,0.9377732,0.005790371],"study_design_scores_gemma":[0.01205556,0.002597648,0.0972966,0.007466813,0.002243722,0.00004954196,0.001889938,0.00006346093,0.0003078554,0.0004398902,0.8747417,0.0008472494],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.02005565,0.001105959,0.0143266,0.1076891,0.822305,0.01729993,0.002950198,0.0007719717,0.01349562],"genre_scores_gemma":[0.1036335,0.01774214,0.2434003,0.06692725,0.5210349,0.002462585,0.0391449,0.001043411,0.004611005],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.3012701,"threshold_uncertainty_score":0.9999447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05559660498464795,"score_gpt":0.4391056405354115,"score_spread":0.3835090355507635,"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."}}