{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03896499,0.0006876516,0.001137487,0.0008783491,0.0009713147,0.002564061,0.001590711,0.001165683,0.001636724],"category_scores_gemma":[0.04210927,0.0004640153,0.0006433958,0.0009478809,0.001592241,0.0009093487,0.001931118,0.001168058,0.00151857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001124185,"about_ca_system_score_gemma":0.0009068745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001818441,"about_ca_topic_score_gemma":0.001546877,"domain_scores_codex":[0.9555022,0.02074456,0.00383374,0.007014894,0.01198657,0.0009181059],"domain_scores_gemma":[0.9514108,0.01899549,0.007496713,0.01001451,0.01131862,0.0007638557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004559007,0.0002616755,0.7193334,0.001309217,0.0006320237,0.0005723974,0.001900458,0.003637326,0.07510432,0.00167437,0.005945788,0.1850701],"study_design_scores_gemma":[0.000118465,0.002989069,0.7570875,0.000934473,0.0007729431,0.004434283,0.001317299,0.02241584,0.1695752,0.003024678,0.03715001,0.0001801688],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7318615,0.02009826,0.2244301,0.001278337,0.002161864,0.001242494,0.003235007,0.001239628,0.01445277],"genre_scores_gemma":[0.9634057,0.001096549,0.03022534,0.000679197,0.0003321985,0.0006038147,0.001862752,0.0002281885,0.001566276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03896499,"threshold_uncertainty_score":0.206069,"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."}}