{"id":"W1915886858","doi":"10.1002/14651858.cd006842.pub2","title":"Oscillating devices for airway clearance in people with cystic fibrosis","year":2009,"lang":"en","type":"review","venue":"Cochrane Database of Systematic Reviews","topic":"","field":"","cited_by":144,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Chest physiotherapy; Cystic fibrosis; Psychological intervention; Meta-analysis; Airway; Physical therapy; Internal medicine; Surgery","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","metaepi_broad","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.01211838,0.001753351,0.02189216,0.0008742135,0.0001409659,0.0001325946,0.001721604,0.0003288082,0.00007453752],"category_scores_gemma":[0.007768831,0.001096047,0.00156198,0.002924526,0.0001208087,0.0005710499,0.0001665425,0.00052971,0.001520739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004474921,"about_ca_system_score_gemma":0.0004936692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007205372,"about_ca_topic_score_gemma":0.000737398,"domain_scores_codex":[0.9839165,0.003576207,0.008797769,0.001530716,0.001222495,0.0009563473],"domain_scores_gemma":[0.9803693,0.004738527,0.01029725,0.003927589,0.0004218043,0.0002454831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00003915937,0.0001081687,0.000002643351,0.972041,0.0001392914,0.00001094679,0.0001289489,0.000006110046,0.000003702172,0.00006835027,0.0008959276,0.02655573],"study_design_scores_gemma":[0.0005583414,0.0001788089,0.000002881179,0.8513836,0.004892612,0.0001876122,0.00006060355,0.0001183435,8.389958e-7,0.000001920193,0.141677,0.0009375069],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003608032,0.9604228,0.0008240008,0.000004228814,0.0001270832,0.03514082,0.003158651,0.00008736641,0.0002315108],"genre_scores_gemma":[0.00000722605,0.9738404,0.01580333,0.00001881527,0.0001406109,0.007237358,0.002484981,0.0003589421,0.0001083277],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.140781,"threshold_uncertainty_score":0.9995213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08490084484257562,"score_gpt":0.3703288071756339,"score_spread":0.2854279623330582,"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."}}