{"id":"W2026104629","doi":"10.1089/lap.2008.0090.supp","title":"Thoracoscopy in Children: Is a Chest Tube Necessary?","year":2009,"lang":"en","type":"article","venue":"Journal of Laparoendoscopic & Advanced Surgical Techniques","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pediatric Oncology Group","funders":"National Center for Research Resources","keywords":"Thoracoscopy; Medicine; Chest tube; Surgery; Tube (container); Pneumothorax","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":[0.0002032106,0.0002586284,0.0008013323,0.0002795912,0.00004522524,0.0000217137,0.000222967,0.0001084481,0.0001946924],"category_scores_gemma":[0.0000815469,0.0001879979,0.0002873082,0.0004145165,0.0000716396,0.0003957539,0.00002826243,0.0005868527,0.000005739432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009746155,"about_ca_system_score_gemma":0.0001421464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000576494,"about_ca_topic_score_gemma":5.397121e-7,"domain_scores_codex":[0.9980557,0.00007817366,0.0007975196,0.000241897,0.0004527571,0.0003739573],"domain_scores_gemma":[0.9989144,0.0000833901,0.0002979053,0.0002400232,0.0001429134,0.000321419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006395057,0.003764459,0.5849671,0.0001796179,0.0001765502,0.008764314,0.0001656545,0.0000121383,0.05169089,0.0005436196,0.005969823,0.3373708],"study_design_scores_gemma":[0.007579757,0.008146733,0.5798654,0.003090754,0.0002636911,0.00965342,0.0001228713,0.00002621518,0.3014376,0.01004693,0.07899856,0.0007681006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868839,0.004399295,0.0000632571,0.00476759,0.00006796266,0.000376588,0.00001079967,0.0001071491,0.003323505],"genre_scores_gemma":[0.9831232,0.003627176,0.01102738,0.001601046,0.0003256124,0.000008666434,0.000009211037,0.00001732609,0.0002603218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3366027,"threshold_uncertainty_score":0.7666332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01155753162534819,"score_gpt":0.3109264627326998,"score_spread":0.2993689311073516,"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."}}