{"id":"W2977895247","doi":"10.4187/respcare.07402","title":"Lung Expansion Therapy: Please, (Visually) Show Me the Value!","year":2019,"lang":"en","type":"letter","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Lung; Bed rest; General surgery; Intensive care medicine; Period (music); Value (mathematics); Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004740423,0.0005051577,0.0004974173,0.0003415181,0.001467547,0.001739621,0.00051959,0.009948237,0.03915358],"category_scores_gemma":[0.006151152,0.0001585509,0.0006171033,0.0002176629,0.001037795,0.002704627,0.0007650199,0.01334176,0.02678933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001296958,"about_ca_system_score_gemma":0.0009086772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00211389,"about_ca_topic_score_gemma":0.003523104,"domain_scores_codex":[0.9995945,0.0001253294,0.00003318112,0.00004903245,0.0001213895,0.0000766325],"domain_scores_gemma":[0.9990413,0.0003310101,0.00007268768,0.00002640917,0.0002314462,0.0002972426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003031153,0.00002680269,0.0005271978,0.00005299412,0.000003664631,0.003411342,0.00007012538,0.00002717917,0.0002279215,0.0008226761,0.9829465,0.01185333],"study_design_scores_gemma":[0.00004443292,0.00009145668,0.001450085,0.0004433437,0.00001175872,0.01753122,0.0004902318,0.000233963,0.0003148698,0.004051398,0.9752902,0.00004686902],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008706557,0.003130331,0.0003147519,0.9457583,0.02853535,0.0000338853,0.00007420976,0.0001109864,0.02117144],"genre_scores_gemma":[0.01337595,0.005962896,0.0006543287,0.848265,0.05552247,0.00006240282,0.00006842977,0.00007690934,0.07601155],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03915358,"threshold_uncertainty_score":0.1309817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03303997752560213,"score_gpt":0.2988204667523848,"score_spread":0.2657804892267827,"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."}}