{"id":"W4223649819","doi":"10.6002/ect.mesot2021.o39","title":"How to Embark Upon Leadership in Transplantation and Potential Pathways to Consider","year":2022,"lang":"en","type":"article","venue":"Experimental and Clinical Transplantation","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Transplantation; Healthcare delivery; Career Pathways; Field (mathematics); Leadership development; Critical pathways; Patient care","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":[],"consensus_categories":[],"category_scores_codex":[0.0003198192,0.0001568466,0.0002450735,0.0001605193,0.0001508873,0.00004715657,0.00004111568,0.00007041699,0.0001261402],"category_scores_gemma":[0.00001235949,0.0001618997,0.00005855454,0.0002022713,0.00004144721,0.0001502679,0.00001020297,0.0002254179,0.000008253043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004473498,"about_ca_system_score_gemma":0.00003352909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002888962,"about_ca_topic_score_gemma":0.00003904025,"domain_scores_codex":[0.9985067,0.0001593733,0.0003825981,0.0004214155,0.0003165478,0.0002134143],"domain_scores_gemma":[0.9995013,0.0001052174,0.00004401069,0.00007948747,0.00002145764,0.0002485672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.02482236,0.002825215,0.1163879,0.001271942,0.0002312581,0.002215739,0.05764131,0.0003280303,0.7587703,0.00605097,0.0003286747,0.02912624],"study_design_scores_gemma":[0.01659251,0.004091043,0.8718744,0.0002265853,0.0003090575,0.00130384,0.01965091,0.000565296,0.0838527,0.0001799889,0.0006940473,0.0006596197],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909809,0.0002431501,0.001807944,0.005664268,0.0002344433,0.0007164397,0.00009599813,0.00004826454,0.0002085537],"genre_scores_gemma":[0.9949141,0.000360764,0.0009479848,0.003211786,0.00006822045,0.00008870383,0.0002805759,0.0000199774,0.0001078544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7554865,"threshold_uncertainty_score":0.660208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1160337630541843,"score_gpt":0.3466042446255746,"score_spread":0.2305704815713903,"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."}}