{"id":"W1984222597","doi":"10.1056/nejmicm075654","title":"Pneumopericardium and Pneumothorax","year":2009,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Pneumothorax, Barotrauma, Emphysema","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital","funders":"","keywords":"Medicine; Pneumopericardium; Pneumothorax; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0009823317,0.000245129,0.0009284256,0.0003214164,0.00005409693,0.00001525135,0.0001437839,0.00009638766,0.0001351988],"category_scores_gemma":[0.0007329254,0.0001579904,0.0001130704,0.0002901598,0.0001422428,0.0001540122,0.00001861806,0.0005609583,0.000008747666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005424107,"about_ca_system_score_gemma":0.0001737032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002391728,"about_ca_topic_score_gemma":0.000002277607,"domain_scores_codex":[0.9979979,0.00009745438,0.0007035635,0.0002046322,0.0006875939,0.0003088353],"domain_scores_gemma":[0.9981605,0.0002034197,0.0003260968,0.0002726087,0.0002378304,0.0007995378],"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":[0.001318174,0.0001569232,0.009382873,0.0000561573,0.0001619767,0.001785421,0.001423855,0.000008509221,0.1818717,0.0003814402,0.01997629,0.7834767],"study_design_scores_gemma":[0.07970868,0.01732781,0.4338076,0.00183169,0.001015225,0.04875637,0.0003797371,0.0001057762,0.004499702,0.003413047,0.4086903,0.0004640314],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8800279,0.004211417,0.0005794904,0.1010934,0.0007825868,0.0002777995,0.000001363585,0.00004264888,0.0129834],"genre_scores_gemma":[0.9876694,0.0009644846,0.001426178,0.003600788,0.005659296,6.808255e-7,0.00000253042,0.00002343758,0.0006532054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7830126,"threshold_uncertainty_score":0.644266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02009202809793461,"score_gpt":0.2980853081696766,"score_spread":0.277993280071742,"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."}}