{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007087491,0.0002226412,0.0003918852,0.0002637466,0.0000955656,0.00001936401,0.00008260732,0.00005471571,0.0004883056],"category_scores_gemma":[0.000656818,0.0002284651,0.0002812766,0.0007785223,0.00006002183,0.0001100757,0.00006877234,0.0001450995,0.00003144069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001128501,"about_ca_system_score_gemma":0.0002424586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002670764,"about_ca_topic_score_gemma":0.0001878015,"domain_scores_codex":[0.9982521,0.000131813,0.0004108808,0.0004527081,0.0004114323,0.0003410811],"domain_scores_gemma":[0.9986722,0.0001620247,0.00009316106,0.0003732002,0.0001954579,0.0005038847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001704648,0.004412647,0.9825588,0.0004668384,0.00003475876,0.0001275067,0.0000676536,0.001099379,0.0001134042,0.00001214822,0.001057466,0.00987888],"study_design_scores_gemma":[0.001493841,0.0001868399,0.9949053,0.0003550406,0.0002498137,0.000001020375,0.00004933216,0.0002964649,0.0006503262,0.0002384531,0.001346354,0.0002271956],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966812,0.0005999848,0.0001096599,0.00100717,0.0002991059,0.0004424852,0.0003239863,0.0001333307,0.0004030916],"genre_scores_gemma":[0.9984425,0.000114333,0.00003191238,0.0007379402,0.00007416506,0.0001921401,0.0003132267,0.00003725059,0.00005648396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01234647,"threshold_uncertainty_score":0.9316538,"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."}}