{"id":"W2166211090","doi":"10.1016/j.ejcts.2007.03.017","title":"Videothoracoscopic silver nitrate pleurodesis for primary spontaneous pneumothorax: an alternative to pleurectomy and pleural abrasion?","year":2007,"lang":"en","type":"article","venue":"European Journal of Cardio-Thoracic Surgery","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute","funders":"","keywords":"Medicine; Pleurodesis; Pleurectomy; Surgery; Pneumothorax; Malignant pleural effusion; Thoracoscopy; Thoracotomy; Cardiothoracic surgery; Anesthesia; Pleural effusion; Mesothelioma","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"],"consensus_categories":[],"category_scores_codex":[0.00605189,0.0004392542,0.001133729,0.0006955137,0.0001919218,0.00009658391,0.0002398865,0.00005691773,0.00004046548],"category_scores_gemma":[0.0008268679,0.0003587218,0.0006352027,0.0004005361,0.0001096177,0.000488343,0.00008283458,0.0003982123,0.00002606331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000147486,"about_ca_system_score_gemma":0.0002099082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006967635,"about_ca_topic_score_gemma":0.000003884072,"domain_scores_codex":[0.9957411,0.001157061,0.001182455,0.0004889616,0.0007404913,0.0006899784],"domain_scores_gemma":[0.9958115,0.00132443,0.0005194706,0.0003829497,0.0005981743,0.00136353],"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":[0.02891792,0.000681219,0.09821879,0.0007264059,0.0009671699,0.1196939,0.001037502,0.0002417816,0.1079189,0.00001147025,0.007168332,0.6344167],"study_design_scores_gemma":[0.001179948,0.002361671,0.9050374,0.001051351,0.0009681043,0.03521153,0.0005046896,0.00005512881,0.01109351,0.00008864589,0.04155989,0.0008881295],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923033,0.001689903,0.002224953,0.0006276128,0.000854247,0.0004779258,0.0000791636,0.00007075154,0.001672148],"genre_scores_gemma":[0.9919164,0.0002566163,0.003335838,0.002034974,0.001718876,0.000004020082,0.00004324974,0.0001332755,0.000556764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8068186,"threshold_uncertainty_score":0.9998865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03362831848578933,"score_gpt":0.3060226329646439,"score_spread":0.2723943144788545,"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."}}