{"id":"W4313392796","doi":"10.25011/cim.v45i4.39557","title":"2022 Joint Meeting On Transplantation: Canadian Society of Transplantation And Banff Foundation of Allograft Pathology","year":2022,"lang":"en","type":"article","venue":"Clinical and investigative medicine","topic":"Organ and Tissue Transplantation Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Banff Centre; University of Alberta; University Health Network","funders":"","keywords":"Transplantation; Foundation (evidence); Medicine; Political science; Surgery; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001135967,0.0001115553,0.0004241972,0.0001501788,0.0001479687,0.000002126821,0.0000439267,0.00006801719,0.0004682851],"category_scores_gemma":[0.0001336813,0.00009087483,0.00005911623,0.0002451152,0.003038631,0.00004708333,0.000009011049,0.0003748147,9.617968e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001962612,"about_ca_system_score_gemma":0.0001949545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002596037,"about_ca_topic_score_gemma":0.001143547,"domain_scores_codex":[0.9983588,0.0002761038,0.0006259181,0.0002635836,0.0003267043,0.0001488532],"domain_scores_gemma":[0.9990811,0.0002795499,0.0001526369,0.00009621526,0.0001051487,0.0002853347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002471802,0.0006398101,0.689332,0.006317596,0.0006579079,0.0005188047,0.05256693,0.00005401033,0.1778301,0.02750043,0.003643247,0.03846736],"study_design_scores_gemma":[0.01024729,0.007673768,0.9536361,0.0008596213,0.0005374131,0.0003251926,0.004250611,0.0006922079,0.01425377,0.005017085,0.002284995,0.0002219752],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764956,0.0003376754,0.0001327143,0.02127394,0.000128193,0.000360368,0.00007903721,0.00001118416,0.001181277],"genre_scores_gemma":[0.993045,0.003854219,0.0007828525,0.001701805,0.0000807607,0.00001747232,0.00035123,0.00001073975,0.0001559051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2643041,"threshold_uncertainty_score":0.9996745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1620081120984627,"score_gpt":0.3654870132293401,"score_spread":0.2034789011308774,"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."}}