{"id":"W2084641921","doi":"10.1111/tid.12354","title":"Strategies for safe living among lung transplant recipients: a single‐center survey","year":2015,"lang":"en","type":"article","venue":"Transplant Infectious Disease","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University Health Network","funders":"","keywords":"Medicine; Immunosuppression; Lung transplantation; Transplantation; Surgery; Environmental health; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008115926,0.00042417,0.000579436,0.0002327567,0.0001708036,0.000116752,0.0001384886,0.0001496817,0.00009123977],"category_scores_gemma":[0.0001087377,0.000367757,0.0003392562,0.0002559285,0.0001198434,0.0004111703,0.000006547979,0.00024013,0.00001810299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001463621,"about_ca_system_score_gemma":0.0003767991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004593459,"about_ca_topic_score_gemma":0.001260021,"domain_scores_codex":[0.9975298,0.0003012008,0.0005724928,0.0005447585,0.0004424011,0.0006093381],"domain_scores_gemma":[0.9976621,0.0006816253,0.0001143379,0.0003528426,0.0002410206,0.0009481063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002832826,0.0008722824,0.9909081,0.000714217,0.0002571787,0.0001970953,0.002659965,0.0001525079,0.0002292323,0.0003807702,0.0003750955,0.0004207678],"study_design_scores_gemma":[0.005514005,0.0004982238,0.9892085,0.001246371,0.001124327,0.0001649489,0.0001714957,0.0008217443,0.0001046314,0.0002958159,0.0003282409,0.0005217239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8871676,0.0003758888,0.1053513,0.0001369739,0.0009085988,0.001280155,0.002150184,0.0003491382,0.002280101],"genre_scores_gemma":[0.9965488,0.0001941139,0.000932829,0.0003884009,0.0002128434,0.0001627337,0.001231233,0.00007709528,0.000251993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1093811,"threshold_uncertainty_score":0.9998775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05633385334613709,"score_gpt":0.3234161323686277,"score_spread":0.2670822790224906,"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."}}