{"id":"W2538556296","doi":"10.1111/resp.12906","title":"Clinical value of pulmonary hyperinflation as a treatment outcome in cystic fibrosis","year":2016,"lang":"en","type":"letter","venue":"Respirology","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Cystic fibrosis; Hyperinflation; Value (mathematics); Intensive care medicine; Pulmonary fibrosis; Dynamic hyperinflation; Internal medicine; Lung; Lung volumes","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":[0.000524537,0.0003473061,0.001478569,0.0005508062,0.0000229371,0.000005357215,0.0002079033,0.001151917,0.0005200072],"category_scores_gemma":[0.001724145,0.0002395137,0.0003711504,0.0001817135,0.0004193431,0.00004929856,0.0001110778,0.0009577433,0.0003507802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003834605,"about_ca_system_score_gemma":0.0003562367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001816977,"about_ca_topic_score_gemma":0.0000107204,"domain_scores_codex":[0.9962176,0.0006183184,0.001336858,0.00068766,0.0004861851,0.0006533822],"domain_scores_gemma":[0.9958256,0.002793937,0.0003510677,0.0008029916,0.00009757934,0.0001287554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.007453163,0.0005567343,0.7615947,0.001554698,0.0004565794,0.008474974,0.00005206768,0.00002433947,0.01017177,0.0001089042,0.04902339,0.1605287],"study_design_scores_gemma":[0.002247548,0.003880457,0.1430974,0.0003364077,0.0001368936,0.0002516866,0.000002645675,0.0001128907,0.0001480397,0.0006579552,0.8489372,0.0001908442],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.3267771,0.002571195,0.0001188864,0.6619416,0.0007538229,0.002255375,0.000214925,0.00009074136,0.005276341],"genre_scores_gemma":[0.4445876,0.003883249,0.01050667,0.4702743,0.02162205,0.002221287,0.001562285,0.0006134146,0.04472915],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.7999138,"threshold_uncertainty_score":0.9767087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04768434066542775,"score_gpt":0.4017601742122397,"score_spread":0.3540758335468119,"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."}}