{"id":"W7132959253","doi":"","title":"Characterization of Graft Injury by Respiratory Oscillometry following Lung Transplantation","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; University of Toronto","keywords":"Lung transplantation; Biomarker; Transplantation; Lung; Graft rejection; Respiratory system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006998195,0.0001535978,0.0002160637,0.0007914093,0.0001155121,0.0005824344,0.000140305,0.0002248023,0.00145488],"category_scores_gemma":[0.001142604,0.00004775536,0.0001381082,0.0004927318,0.0001237736,0.0001499527,0.0002197547,0.0002563171,0.0002809525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001175618,"about_ca_system_score_gemma":0.000165287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005817362,"about_ca_topic_score_gemma":0.0005891358,"domain_scores_codex":[0.9997972,0.00005051883,0.00002069097,0.00003484391,0.00006278649,0.00003399358],"domain_scores_gemma":[0.9995303,0.0001154194,0.0001780041,0.00002154975,0.00006805519,0.00008667554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001026089,0.0004044264,0.8764915,0.0001165265,0.00007562403,0.0002164365,0.0003107807,0.0003250608,0.05816291,0.0001198272,0.000267573,0.06248324],"study_design_scores_gemma":[0.000004788192,0.0006310283,0.9951288,0.0000114777,0.0000166603,0.000192404,0.0001396824,0.0005383299,0.003069086,0.00003990535,0.000223319,0.00000453512],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976795,0.0004045898,0.0009586531,0.00002816218,0.00001249065,0.00002536573,0.0001771836,0.00000948529,0.0007045267],"genre_scores_gemma":[0.9980658,0.0002984616,0.0005823078,0.00002539613,0.00002455993,0.00002711237,0.0002522748,0.000002950705,0.0007210869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00145488,"threshold_uncertainty_score":0.004867077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0173069345762871,"score_gpt":0.378533849212958,"score_spread":0.3612269146366709,"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."}}