{"id":"W4321352569","doi":"10.1007/s00408-023-00604-y","title":"Canadian Health Care Professionals’ Familiarity with Chronic Cough Guidelines and Experiences with Diagnosis and Management: A Cross-Sectional Survey","year":2023,"lang":"en","type":"article","venue":"Lung","topic":"Respiratory and Cough-Related Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Joseph’s Healthcare Hamilton; McMaster University Medical Centre; Université Laval; McMaster University; Canadian Heart Research Centre; University of Calgary; McGill University; Western University; University of Toronto; Royal Victoria Hospital; Dalhousie University; Queen's University","funders":"Merck Canada","keywords":"Medicine; Chronic cough; Guideline; Family medicine; Cross-sectional study; Chronic disease; Health care; Asthma; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004827767,0.0001191516,0.0001674902,0.000148126,0.0004893086,0.00005873793,0.00006048389,0.000068822,0.0000502586],"category_scores_gemma":[0.00003509845,0.0000782996,0.00001207735,0.0005006465,0.0001623856,0.00009639817,0.0000439323,0.000192257,0.000004559593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002065747,"about_ca_system_score_gemma":0.0009025547,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04184799,"about_ca_topic_score_gemma":0.2265492,"domain_scores_codex":[0.9986669,0.00008572837,0.0001767397,0.000339747,0.0003784782,0.0003524185],"domain_scores_gemma":[0.9992133,0.00006647413,0.00003772998,0.0001507849,0.000220437,0.0003112829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001761635,0.00001291163,0.9913275,0.0003926975,0.00006813368,0.0001348907,0.002430776,0.0000117924,6.478149e-7,0.00003454203,0.004241894,0.001168112],"study_design_scores_gemma":[0.0008524236,0.0003593722,0.9896383,0.000312832,0.000008354255,0.00002420647,0.005980144,0.0002149547,0.00001254808,0.000002007328,0.002494695,0.0001002103],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912373,0.006501972,0.000004296848,0.001062996,0.00008294401,0.0006344484,0.00004192912,0.00004225128,0.0003919003],"genre_scores_gemma":[0.9967519,0.0008122579,0.0000467325,0.0005719169,0.00008786801,0.0003300262,0.00009704143,0.00001533066,0.001286922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1847012,"threshold_uncertainty_score":0.9645324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06967216293985252,"score_gpt":0.4103355970226829,"score_spread":0.3406634340828303,"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."}}