{"id":"W3120476999","doi":"10.1016/j.athoracsur.2020.10.068","title":"Conquer, Not Divide: A Case for Desensitization in Seeking Parity for Sensitized Candidates","year":2021,"lang":"en","type":"letter","venue":"The Annals of Thoracic Surgery","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Panel reactive antibody; Transplantation; Lung transplantation; Internal medicine; Antigen; Immunology","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":[0.001832321,0.0004161833,0.0006488127,0.0004936598,0.006344588,0.002623612,0.001347759,0.03560033,0.005825455],"category_scores_gemma":[0.01673093,0.0004885549,0.0007653087,0.0004932294,0.002440933,0.003575254,0.001504288,0.02877917,0.001240353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003135566,"about_ca_system_score_gemma":0.004291791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004701274,"about_ca_topic_score_gemma":0.01211403,"domain_scores_codex":[0.9981267,0.0007576026,0.0001965181,0.0002171502,0.000254882,0.0004471791],"domain_scores_gemma":[0.9944661,0.002904563,0.0003233583,0.0001793937,0.0004004072,0.001726131],"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":[0.0002403478,0.0005259953,0.02293467,0.0001393852,0.00006111176,0.3290648,0.003133489,0.0003451566,0.0009873908,0.0162886,0.5996693,0.02660973],"study_design_scores_gemma":[0.0003670164,0.0006772617,0.01268727,0.001584923,0.0001078113,0.479314,0.01702021,0.003793025,0.0008609079,0.05832077,0.4250441,0.0002228123],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007992802,0.001106184,0.0002764551,0.9799995,0.004958908,0.00001599332,0.00001858488,0.00001540044,0.005616077],"genre_scores_gemma":[0.1050004,0.002573091,0.00181015,0.8529541,0.02785485,0.00004999317,0.00003709452,0.00006637239,0.009653963],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03560033,"threshold_uncertainty_score":0.0227502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2346949511427069,"score_gpt":0.4410993804315869,"score_spread":0.20640442928888,"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."}}