{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03020112,0.0005160895,0.0003576405,0.00123728,0.01220069,0.0165839,0.001864587,0.006344215,0.01090644],"category_scores_gemma":[0.040369,0.0004941577,0.0009513947,0.0009233166,0.01460722,0.01634621,0.01134539,0.01074973,0.002110664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005412257,"about_ca_system_score_gemma":0.02478246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001884364,"about_ca_topic_score_gemma":0.007317269,"domain_scores_codex":[0.9650097,0.0268149,0.000714056,0.0008671232,0.002310499,0.004283638],"domain_scores_gemma":[0.9675442,0.01321188,0.00196055,0.0008355236,0.003135593,0.0133122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003228324,0.0009767771,0.01309761,0.001766414,0.00005895002,0.003479617,0.1474552,0.0006973359,0.001288349,0.349482,0.05585606,0.4255189],"study_design_scores_gemma":[0.00009799123,0.0005605848,0.006117194,0.004255862,0.00003968007,0.002411797,0.3434444,0.0009233178,0.001489092,0.3217295,0.3187734,0.0001571747],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.07454219,0.01700911,0.03972081,0.7416139,0.004020143,0.0007721391,0.00009456264,0.0002774224,0.1219497],"genre_scores_gemma":[0.8190759,0.02543047,0.08034228,0.04236552,0.0008920816,0.001512091,0.0001718484,0.0002199331,0.02998978],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03020112,"threshold_uncertainty_score":0.1597207,"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."}}