{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001784097,0.0001675875,0.0003360763,0.000642813,0.00006411038,0.00001234161,0.0001611599,0.0001565069,0.0002406133],"category_scores_gemma":[0.0008765696,0.0001608072,0.00007625938,0.00103046,0.0001094949,0.0001381032,0.00009520861,0.0003805888,0.0004698304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003201473,"about_ca_system_score_gemma":0.0003538287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002175631,"about_ca_topic_score_gemma":0.00004623658,"domain_scores_codex":[0.9983042,0.00005402892,0.000380414,0.000409123,0.0002611699,0.0005909873],"domain_scores_gemma":[0.9990428,0.0002606671,0.00006426641,0.0003635592,0.00007329715,0.0001954281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001004277,0.00169464,0.9534553,0.0004994627,0.00004033718,0.002494195,0.0002773262,0.001823388,0.01233905,0.003129364,0.0008177405,0.02242495],"study_design_scores_gemma":[0.003214542,0.0009056166,0.9660808,0.00005813523,0.000122504,0.001346644,0.000142026,0.0004154588,0.0007308823,0.01912636,0.007457826,0.0003991587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821188,0.005578385,0.001476731,0.003711864,0.0002547789,0.000652046,0.0000226182,0.0001580336,0.00602671],"genre_scores_gemma":[0.9883155,0.0009409248,0.009554425,0.0001183404,0.0003833854,0.0002165273,0.00004405109,0.00002699416,0.0003998943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0220258,"threshold_uncertainty_score":0.655753,"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."}}