{"id":"W2103844887","doi":"10.25011/cim.v35i4.17145","title":"Plasma biomarkers and cystic fibrosis lung disease","year":2012,"lang":"en","type":"article","venue":"Clinical and investigative medicine","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Centre Hospitalier Universitaire de Sherbrooke","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Vital capacity; Cystic fibrosis; Lung; Respiratory system; Internal medicine; Lung volumes; Respiratory disease; Gastroenterology; Pulmonary function testing; Sialic acid; Immunology; Cytokine; Lung function; Diffusing capacity; Biology; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0003440885,0.0003280212,0.0003329568,0.0005574902,0.0001673764,0.0005398114,0.00009239082,0.0004949247,0.001159243],"category_scores_gemma":[0.001298404,0.00007981072,0.0001150092,0.0004324272,0.0002188804,0.0001933676,0.0001972926,0.0003114598,0.000222378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002144458,"about_ca_system_score_gemma":0.0001908938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000425813,"about_ca_topic_score_gemma":0.0003014702,"domain_scores_codex":[0.9998021,0.00006654465,0.00002481518,0.00003373368,0.00004976688,0.00002306058],"domain_scores_gemma":[0.9992423,0.0002139307,0.0003503773,0.00001846816,0.00009537527,0.00007959484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002084233,0.0001424762,0.8902466,0.0004035049,0.0002026422,0.0009088953,0.0001738705,0.0003557666,0.03186003,0.0001600125,0.0006039885,0.07285804],"study_design_scores_gemma":[0.00004432229,0.0007363962,0.9816409,0.0001223177,0.0001303788,0.004472855,0.0001434306,0.0005771822,0.008144828,0.0003414695,0.003629121,0.00001683894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9594895,0.03775811,0.0006549117,0.00037768,0.00003836392,0.00002100428,0.0002410015,0.00002591465,0.001393456],"genre_scores_gemma":[0.9964182,0.002442962,0.000539814,0.00009967526,0.00005097677,0.00001249475,0.0001389973,0.000001921952,0.0002948867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001159243,"threshold_uncertainty_score":0.003878057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1092195427566742,"score_gpt":0.3877346659258931,"score_spread":0.2785151231692189,"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."}}