{"id":"W2591490325","doi":"10.1183/16000617.0086-2016","title":"Personalising airway clearance in chronic lung disease","year":2017,"lang":"en","type":"review","venue":"European Respiratory Review","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Bronchiectasis; Airway; Intensive care medicine; COPD; Postural drainage; Ventilation (architecture); Mucociliary clearance; Lung; Physical therapy; Anesthesia; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002679922,0.0007604107,0.003694107,0.0003143889,0.000196679,0.0001168302,0.0009853373,0.0000868577,0.0006000412],"category_scores_gemma":[0.00255697,0.0005892999,0.001139832,0.0003893042,0.0003081595,0.0002263323,0.00037883,0.001403679,0.003011115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001178031,"about_ca_system_score_gemma":0.002296689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002529142,"about_ca_topic_score_gemma":0.00000401194,"domain_scores_codex":[0.9937552,0.00206775,0.001431696,0.001147102,0.0008202813,0.0007779347],"domain_scores_gemma":[0.995733,0.0001936303,0.0008254392,0.002410141,0.0001238906,0.0007139141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001806351,0.00002637365,0.000007549915,0.328791,0.00004303832,0.001644753,0.000002865666,1.332877e-7,4.346444e-7,0.00001011567,0.004817439,0.6646382],"study_design_scores_gemma":[0.0002371511,0.00005311445,0.0001461876,0.4113766,0.0005559523,0.00003188001,3.686684e-7,0.000004029112,3.61514e-8,3.787108e-7,0.5873003,0.0002939794],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[8.646994e-7,0.9866134,0.000007190916,0.0001084166,0.0001530216,0.003274465,0.00006038601,0.00008784026,0.009694395],"genre_scores_gemma":[0.000002183373,0.9959464,0.00005591504,0.0008082506,0.0009220378,0.0001452239,0.00007815986,0.0002611768,0.001780647],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6643443,"threshold_uncertainty_score":0.9996558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1771592970381528,"score_gpt":0.4601190748538898,"score_spread":0.2829597778157371,"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."}}