{"id":"W3215560460","doi":"10.1186/s12890-021-01762-6","title":"Evaluating hemoptysis hospitalizations among patients with bronchiectasis in the United States: a population-based cohort study","year":2021,"lang":"en","type":"article","venue":"BMC Pulmonary Medicine","topic":"Vascular Anomalies and Treatments","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"","keywords":"Medicine; Bronchiectasis; Bronchial artery; Embolization; Population; Cohort; Emergency medicine; Pediatrics; Surgery; 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":[0.0009175739,0.0003640128,0.000441016,0.001075987,0.0005793808,0.0008790671,0.0004719475,0.000540836,0.0009079566],"category_scores_gemma":[0.001876188,0.0004521682,0.0008962281,0.001631841,0.0002672707,0.0008811766,0.0006551619,0.0008645534,0.0001889761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006088876,"about_ca_system_score_gemma":0.0007155737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01367457,"about_ca_topic_score_gemma":0.01869392,"domain_scores_codex":[0.9994022,0.0001114824,0.0001033239,0.0001388154,0.000138924,0.0001052905],"domain_scores_gemma":[0.9987219,0.0001066397,0.0006424162,0.0001004129,0.0001828297,0.0002457243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001335357,0.00001798301,0.9996413,0.000003380726,0.0000300636,0.00002535185,0.00002545534,0.000007238779,0.00002490108,0.000003695635,0.00005586347,0.0001514152],"study_design_scores_gemma":[0.000003757805,0.00003577359,0.9994535,0.000006196133,0.00002500836,0.000135253,0.0001694418,0.00007366126,0.00001492855,0.000006502075,0.00007362363,0.000002294297],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983147,0.0001958434,0.0000603957,0.0000659789,0.000007369542,0.00002738302,0.001069304,0.00000333766,0.0002556243],"genre_scores_gemma":[0.9983896,0.0001879144,0.00008835999,0.00006353695,0.00001248481,0.00002859293,0.001153785,0.000001998782,0.00007361549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01367457,"threshold_uncertainty_score":0.02718991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02311468896391261,"score_gpt":0.3063947230409782,"score_spread":0.2832800340770656,"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."}}