{"id":"W3135322135","doi":"10.1111/ctr.14264","title":"Analysis of malignant melanoma risk and outcomes in solid organ transplant recipients: Assessment of transplant candidacy and the potential role of checkpoint inhibitors","year":2021,"lang":"en","type":"article","venue":"Clinical Transplantation","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Candidacy; Melanoma; Transplantation; Organ transplantation; Population; Oncology; Intensive care medicine; Internal medicine; Cancer research","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":[0.001406091,0.0001631253,0.000273771,0.0007132752,0.0001723402,0.0007456185,0.000235293,0.0002801672,0.001209968],"category_scores_gemma":[0.003991243,0.0000744449,0.0005848787,0.0007326769,0.0001714881,0.0004006972,0.0004474159,0.0005249174,0.0001595605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000269003,"about_ca_system_score_gemma":0.0003506483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004924761,"about_ca_topic_score_gemma":0.0009056207,"domain_scores_codex":[0.9993873,0.0002643763,0.00007193785,0.00007715289,0.0001388814,0.00006034549],"domain_scores_gemma":[0.9977509,0.0006569402,0.001113195,0.00007049277,0.0001837959,0.0002246631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004244045,0.00004185774,0.9846796,0.00005386117,0.0001627424,0.0000598906,0.00004296986,0.0001764819,0.0001485768,0.0001190663,0.0001895602,0.01390087],"study_design_scores_gemma":[0.00001349734,0.000382191,0.9954269,0.0000982888,0.0002325009,0.0007481637,0.0002320948,0.001110474,0.0002452256,0.0003886992,0.001113226,0.000008660909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894873,0.00602463,0.0007406023,0.0004955085,0.00002778495,0.0000223034,0.0003274899,0.000007634589,0.002866658],"genre_scores_gemma":[0.9982035,0.001053009,0.0002686158,0.00006389074,0.00004085226,0.000009638242,0.0001832309,0.000002484046,0.0001747838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001406091,"threshold_uncertainty_score":0.007436216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01202410900400059,"score_gpt":0.3153242515410943,"score_spread":0.3033001425370937,"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."}}