{"id":"W2342419489","doi":"10.1056/em200906190000001","title":"Outpatient Management of Spontaneous Pneumothorax","year":2009,"lang":"en","type":"article","venue":"Journal watch","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pneumothorax; Thoracostomy; Emergency department; Outpatient clinic; Retrospective cohort study; Emergency medicine; Surgery; General surgery; Internal medicine; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007567853,0.00007412888,0.0001633124,0.00003285665,0.00004336517,0.000007747984,0.00006197825,0.0000247186,0.0001840286],"category_scores_gemma":[0.000006123556,0.00005033877,0.0001133911,0.00007712818,0.00001091665,0.00003955876,0.00001095339,0.0001268338,0.00002662668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000496411,"about_ca_system_score_gemma":0.00001662863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001653718,"about_ca_topic_score_gemma":2.509017e-7,"domain_scores_codex":[0.9992733,0.00001656538,0.0002262202,0.0000727757,0.0002714845,0.0001396485],"domain_scores_gemma":[0.9995823,0.000008399292,0.0000790945,0.0001030815,0.00005710373,0.0001700128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005533336,0.005082727,0.02706101,0.0005687009,0.0005357653,0.1342918,0.0009203321,0.0001462345,0.02110865,0.0009646051,0.1059661,0.6978207],"study_design_scores_gemma":[0.002847152,0.005333118,0.7932587,0.001215871,0.0006806235,0.04399358,0.0007060802,0.0001759544,0.002051606,0.006777193,0.1425819,0.0003782487],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760576,0.0003925461,0.00001508903,0.01627599,0.0001240343,0.0001028252,0.000004002213,0.00001280395,0.007015083],"genre_scores_gemma":[0.9904368,0.0008547468,0.0005944707,0.0006314476,0.0001083653,5.296628e-7,0.000004583644,0.000004672595,0.007364411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7661977,"threshold_uncertainty_score":0.2052755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01499842775114009,"score_gpt":0.2710108402092225,"score_spread":0.2560124124580824,"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."}}