{"id":"W2962450297","doi":"10.1038/s41533-019-0140-z","title":"Qualitative study of practices and challenges when making a diagnosis of asthma in primary care","year":2019,"lang":"en","type":"article","venue":"npj Primary Care Respiratory Medicine","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"Asthma UK Centre for Applied Research; Medical Research Council; University of Edinburgh; Asthma and Lung UK","keywords":"Medicine; Asthma; Spirometry; Thematic analysis; COPD; Health care; Intensive care medicine; MEDLINE; Qualitative research; Family medicine; Pediatrics; 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":[0.0008281896,0.0003708614,0.001447412,0.0006864939,0.00004815276,0.000005669921,0.0002045467,0.0001714333,0.00008421261],"category_scores_gemma":[0.0004491908,0.0002893711,0.000102836,0.0003643929,0.0003896818,0.000231709,0.0001886174,0.0003830965,0.000003781207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003525361,"about_ca_system_score_gemma":0.0006190696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000102331,"about_ca_topic_score_gemma":0.0001577417,"domain_scores_codex":[0.9962773,0.0007962048,0.001017662,0.0006765814,0.0009187072,0.0003135149],"domain_scores_gemma":[0.9967253,0.0008392421,0.0009959725,0.0006993304,0.0005768618,0.000163254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.002061406,0.001123612,0.5688794,0.02413725,0.0002678628,0.0002621942,0.2787752,0.000004748778,0.003065315,0.00006473046,0.0001895898,0.1211687],"study_design_scores_gemma":[0.00716421,0.006831837,0.4795046,0.004069794,0.0002600773,0.000006914224,0.4879006,6.527491e-7,0.0003009772,0.00001202859,0.01373444,0.0002139459],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7856776,0.2020077,9.848301e-7,0.0002765205,0.00013925,0.001451586,0.00001763027,0.0000295077,0.01039924],"genre_scores_gemma":[0.9968793,0.001625893,0.00009107221,0.001023969,0.0001433924,0.000130705,0.00002898977,0.00005332381,0.0000232907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2112018,"threshold_uncertainty_score":0.9999558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06933570467367645,"score_gpt":0.3751036239156849,"score_spread":0.3057679192420085,"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."}}