{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001528555,0.0006035441,0.001092887,0.001089272,0.0001220766,0.000193233,0.0007689161,0.0004825125,0.00264983],"category_scores_gemma":[0.000644219,0.0004681578,0.0008244196,0.0006600744,0.0001222745,0.0004078808,0.0003381792,0.00124815,0.003128822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002037822,"about_ca_system_score_gemma":0.0006041403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001466722,"about_ca_topic_score_gemma":1.474907e-7,"domain_scores_codex":[0.9964246,0.00008580998,0.0009143085,0.0005524752,0.001267372,0.000755465],"domain_scores_gemma":[0.9961696,0.00005166198,0.0005520601,0.0006884495,0.0008078688,0.001730314],"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":[0.003416144,0.0002556405,0.0002638535,0.0007733169,0.0003088234,0.04714901,0.00003250069,0.000003502779,0.0002005933,7.927897e-7,0.9363146,0.01128121],"study_design_scores_gemma":[0.0005076619,0.001581993,0.001569023,0.002358772,0.001518958,0.001931341,0.0000614936,0.00002591653,0.0001086049,0.0005538836,0.9891295,0.0006528473],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.09842364,0.001448396,0.00004413449,0.8924004,0.0006461727,0.0008057384,0.003388865,0.0001177888,0.002724862],"genre_scores_gemma":[0.05223665,0.00005186582,0.000578351,0.7421566,0.01866761,0.0000340985,0.0006604515,0.0002438869,0.1853705],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1826456,"threshold_uncertainty_score":0.999777,"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."}}