{"id":"W2120535759","doi":"10.1056/nejmvcm071974","title":"Chest-Tube Insertion","year":2007,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Hemothorax; Surgery; Pneumothorax; Empyema; Chest tube; Pleural effusion; Chylothorax; Chest injury; Coagulopathy","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":[0.0006021371,0.0007315993,0.001278057,0.0008699583,0.0006610653,0.0009551747,0.0006965483,0.001031973,0.05047224],"category_scores_gemma":[0.004290845,0.0001868405,0.000833635,0.0004391119,0.0002572558,0.0005694073,0.001012127,0.001529031,0.03440991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003087934,"about_ca_system_score_gemma":0.0006974732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005204302,"about_ca_topic_score_gemma":0.0008920995,"domain_scores_codex":[0.9992237,0.0001659319,0.00009265769,0.0001332668,0.0002889133,0.00009555011],"domain_scores_gemma":[0.9989009,0.0002219635,0.0001275257,0.0001943418,0.0002223688,0.0003329348],"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":[0.001257074,0.0009570708,0.0178002,0.002337751,0.0001336423,0.01027909,0.0003124271,0.0005010106,0.01455621,0.001629886,0.1146081,0.8356276],"study_design_scores_gemma":[0.0005455426,0.0042085,0.07034365,0.004096669,0.0002180351,0.07473226,0.0003550854,0.0008616024,0.01181784,0.002303384,0.830377,0.0001404146],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.1385012,0.1239811,0.08150508,0.01197501,0.01351911,0.009405309,0.013649,0.009448652,0.5980155],"genre_scores_gemma":[0.5621549,0.07279067,0.1151905,0.0191428,0.00830563,0.005449132,0.01382044,0.002156073,0.2009899],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05047224,"threshold_uncertainty_score":0.1688465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.025760738863945,"score_gpt":0.2904861373103763,"score_spread":0.2647253984464313,"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."}}