{"id":"W2056538792","doi":"10.1002/ppul.20023","title":"Pulmonary exacerbations in cystic fibrosis","year":2004,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":250,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; University of Calgary","funders":"Genentech","keywords":"Medicine; Crackles; Exacerbation; Cystic fibrosis; Bronchiectasis; Sputum; Internal medicine; Pulmonary function testing; Pneumonia; Prospective cohort study; Allergic bronchopulmonary aspergillosis; Lung; Tuberculosis; Pathology","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":[0.001163972,0.0002922381,0.0007793902,0.0005290189,0.0004876656,0.0005986422,0.0003357646,0.0009330328,0.001991092],"category_scores_gemma":[0.007881735,0.0001626331,0.0007589907,0.0007235859,0.0002328546,0.0002889407,0.000420801,0.0007619747,0.0003475932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004747287,"about_ca_system_score_gemma":0.0005800859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002165429,"about_ca_topic_score_gemma":0.003218032,"domain_scores_codex":[0.998887,0.000504388,0.0001289938,0.0001509887,0.0001999736,0.0001287369],"domain_scores_gemma":[0.9955695,0.00181551,0.001923878,0.0001311027,0.0002354025,0.000324698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003876501,0.0001464452,0.9832203,0.0001056013,0.00008314391,0.0004726508,0.00004495838,0.0006236769,0.0002679233,0.0001272879,0.0007541134,0.01376603],"study_design_scores_gemma":[0.0000465448,0.0002517175,0.9911952,0.00007904432,0.0000751007,0.002678776,0.00007949572,0.004109087,0.0001157366,0.0005277188,0.0008329583,0.000008620423],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911786,0.004287172,0.00102736,0.0007004021,0.0000405455,0.00009263227,0.0009656583,0.00002243461,0.001685247],"genre_scores_gemma":[0.9969362,0.0007599185,0.0007093895,0.0001283983,0.00005885553,0.00007886172,0.0009620799,0.000003576657,0.0003628691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002165429,"threshold_uncertainty_score":0.006660879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01278014673452641,"score_gpt":0.288625509587808,"score_spread":0.2758453628532815,"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."}}