{"id":"W3133277531","doi":"10.3201/eid2703.203124","title":"Validity of Diagnosis Code–Based Claims to Identify Pulmonary NTM Disease in Bronchiectasis Patients","year":2021,"lang":"en","type":"article","venue":"Emerging infectious diseases","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Bronchiectasis; Pulmonary disease; Medicine; Disease; Intensive care medicine; Pathology; Internal medicine; Lung","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":[0.01415268,0.0003676139,0.0005515437,0.002648697,0.0005860134,0.001821194,0.001130138,0.001075754,0.001059455],"category_scores_gemma":[0.09342732,0.0003291806,0.001065325,0.002055072,0.0007436688,0.001246541,0.001567949,0.000995237,0.000306992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00120743,"about_ca_system_score_gemma":0.000981422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0157658,"about_ca_topic_score_gemma":0.01517023,"domain_scores_codex":[0.9877779,0.005109907,0.002170737,0.001145325,0.003011891,0.0007842794],"domain_scores_gemma":[0.9115105,0.04821677,0.02426016,0.005024155,0.009358653,0.001629807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009241788,0.00002129773,0.9977741,0.0000150187,0.00006838387,0.00002215955,0.00009825793,0.0001906535,0.00003874148,0.0000647929,0.0001917386,0.001422374],"study_design_scores_gemma":[0.00001934856,0.0001057113,0.9911541,0.0001129724,0.00007426423,0.0002680054,0.0002164871,0.006874918,0.0002772686,0.0002620443,0.0006232673,0.00001163223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939975,0.000818742,0.0005078471,0.0006593902,0.00005227558,0.00003446095,0.002028591,0.00001443857,0.001886814],"genre_scores_gemma":[0.9984303,0.00009462786,0.0003051006,0.0001191836,0.00003246573,0.000009459398,0.0009342567,0.0000033745,0.00007121821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0157658,"threshold_uncertainty_score":0.0748474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01752559367415027,"score_gpt":0.3036550507814937,"score_spread":0.2861294571073434,"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."}}