{"id":"W2513971947","doi":"10.4236/ojts.2016.63005","title":"Is VATS Bullectomy and Pleurectomy an Effective Method for the Management of Spontaneous Pneumothorax?","year":2016,"lang":"en","type":"article","venue":"Open Journal of Thoracic Surgery","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Pleurectomy; Medicine; Pneumothorax; Cardiothoracic surgery; Surgery; General surgery; Pathology","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":[0.001366507,0.0003489532,0.0007723384,0.001590705,0.0003131208,0.0006427774,0.0007054076,0.001430655,0.002291473],"category_scores_gemma":[0.003362834,0.0001366385,0.0007704654,0.0007357755,0.0007839907,0.001508308,0.0002629451,0.0007059584,0.0005522891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002583148,"about_ca_system_score_gemma":0.000452411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002624945,"about_ca_topic_score_gemma":0.0005481594,"domain_scores_codex":[0.9992359,0.0001427974,0.0001217608,0.00008768671,0.0003137727,0.00009819667],"domain_scores_gemma":[0.9980015,0.0007474766,0.0006473274,0.0001376686,0.0001698804,0.0002961473],"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":[0.001489714,0.0006728669,0.2017072,0.002682209,0.0005981176,0.03259168,0.0002939669,0.0004134776,0.008234226,0.0006826273,0.003506763,0.7471272],"study_design_scores_gemma":[0.0003996809,0.00769075,0.6751641,0.002903099,0.00141935,0.2668071,0.001277821,0.001496639,0.005951751,0.001761084,0.03498864,0.0001400899],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6003491,0.3686567,0.006244645,0.01195431,0.002080447,0.00007943621,0.0001887757,0.0001499421,0.01029674],"genre_scores_gemma":[0.8883868,0.09885556,0.0033816,0.001832987,0.006417216,0.00002815885,0.0001941503,0.00002913628,0.0008743007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002291473,"threshold_uncertainty_score":0.007665753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04596747419922047,"score_gpt":0.3812758593757982,"score_spread":0.3353083851765777,"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."}}