{"id":"W3212913988","doi":"10.33137/utjph.v2i2.36828","title":"Reliability of Donor Lung Sampling in Lung Transplantation","year":2021,"lang":"en","type":"article","venue":"University of Toronto Journal of Public Health","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Lung; Biopsy; Pathology; Lung transplantation; Transplantation; Lung biopsy; Apex (geometry); Coefficient of variation; Nuclear medicine; Anatomy; Surgery; Internal medicine; Chemistry","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":[0.001768789,0.00006551051,0.0004391399,0.00008879269,0.0000412397,0.000003864295,0.00008545726,0.00005847802,0.0002669562],"category_scores_gemma":[0.0001256264,0.00006573406,0.0001399362,0.0001013793,0.00004172812,0.0003696858,0.000007288665,0.0001529961,1.066101e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005043409,"about_ca_system_score_gemma":0.001293133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004910163,"about_ca_topic_score_gemma":0.005051543,"domain_scores_codex":[0.9987018,0.0003088384,0.0004675628,0.0001002285,0.0002626669,0.0001589452],"domain_scores_gemma":[0.9986492,0.0002104144,0.0003958424,0.000114153,0.0004396614,0.0001907601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009012094,0.0006974261,0.922522,0.005301412,0.0001858236,0.0002449504,0.03553557,0.0001887427,0.003146163,0.001354137,0.0002160439,0.02970654],"study_design_scores_gemma":[0.002885592,0.0001922648,0.9893526,0.0004256269,0.00008310121,0.0001149608,0.005280312,0.0001595661,0.0001921862,0.00002625131,0.001233317,0.00005422248],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8799685,0.002054719,0.1128404,0.004088831,0.0001626074,0.0001243824,0.00002734807,0.000005474769,0.0007276724],"genre_scores_gemma":[0.912353,0.005225542,0.08219418,0.0001001748,0.00003456852,2.403893e-8,0.00001444999,0.000004605066,0.00007339486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06683062,"threshold_uncertainty_score":0.742273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05055535898235066,"score_gpt":0.3404569517329525,"score_spread":0.2899015927506019,"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."}}