{"id":"W2895524284","doi":"10.21037/jtd.2018.09.71","title":"Digital pleural drainage technology is here to stay—time to realize its potential","year":2018,"lang":"en","type":"letter","venue":"Journal of Thoracic Disease","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Limiting; Drainage; Health care; Reliability (semiconductor); Documentation; Chest tube; Medical emergency; Intensive care medicine; Operations management; Surgery; Engineering; Pneumothorax; Computer science; Mechanical engineering","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":[0.0007456911,0.0005084681,0.0006813993,0.0003789745,0.001730301,0.002237085,0.00071996,0.01102074,0.008046296],"category_scores_gemma":[0.008303676,0.0001877188,0.0005238426,0.0004514004,0.0016626,0.004441284,0.0005959672,0.01340503,0.005301546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001637069,"about_ca_system_score_gemma":0.0008791282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007131905,"about_ca_topic_score_gemma":0.001648325,"domain_scores_codex":[0.9991089,0.0002530013,0.0001174029,0.00009863393,0.0003072117,0.0001148376],"domain_scores_gemma":[0.9966798,0.001599706,0.0003019896,0.0001477877,0.0005392227,0.0007315501],"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":[0.0001238365,0.0001502803,0.006707138,0.0004687573,0.0000283651,0.1309397,0.0006920134,0.0002374917,0.001893298,0.008145466,0.7552032,0.0954104],"study_design_scores_gemma":[0.00005872776,0.0002394029,0.003197105,0.001060125,0.0000301495,0.2434955,0.001476771,0.0009136793,0.0006118243,0.02267492,0.7261823,0.00005945847],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003604046,0.009345902,0.0007310181,0.9634788,0.01374505,0.00001938166,0.00002821678,0.00008680661,0.008960675],"genre_scores_gemma":[0.08558969,0.031698,0.003834324,0.7353998,0.1258663,0.00007216841,0.00008055584,0.00007232544,0.01738691],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01102074,"threshold_uncertainty_score":0.02691758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01492552981909247,"score_gpt":0.3052551362799503,"score_spread":0.2903296064608578,"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."}}