{"id":"W3201337962","doi":"10.1016/j.rmed.2021.106617","title":"Baseline lung allograft dysfunction in primary graft dysfunction survivors after lung transplantation","year":2021,"lang":"en","type":"article","venue":"Respiratory Medicine","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Alberta Health Services","keywords":"Medicine; Lung transplantation; Lung; Transplantation; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001727447,0.0003491226,0.0007046594,0.0005077914,0.00008714666,0.00001457629,0.00006950732,0.0002555485,0.001006822],"category_scores_gemma":[0.0002377708,0.0002938762,0.0001514953,0.0009101369,0.0001242864,0.0002524049,0.00001238138,0.0004958728,0.00001843636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002621388,"about_ca_system_score_gemma":0.0002784072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001575753,"about_ca_topic_score_gemma":0.0008023583,"domain_scores_codex":[0.9967468,0.0005890012,0.0008976878,0.0006332351,0.0007155777,0.0004177383],"domain_scores_gemma":[0.998476,0.0004463421,0.0001407277,0.0004257082,0.0002600552,0.0002511872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003714587,0.0003101061,0.9137107,0.003398245,0.0001793758,0.003326781,0.001403231,0.00008712897,0.05443677,0.0001308332,0.00158389,0.0177184],"study_design_scores_gemma":[0.008699322,0.0003331713,0.9728075,0.001281893,0.0007581214,0.0002595817,0.0002933363,0.0004890071,0.003465659,0.00003466936,0.011253,0.0003247863],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9090217,0.01004886,0.07073413,0.003826995,0.00201673,0.0008835526,0.000039037,0.0002521103,0.003176849],"genre_scores_gemma":[0.9774994,0.002257913,0.003878329,0.01221536,0.001514477,0.000183757,0.001083,0.0001029659,0.001264763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0684777,"threshold_uncertainty_score":0.9999514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02072575797432395,"score_gpt":0.3011865854123226,"score_spread":0.2804608274379986,"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."}}