{"id":"W3139537279","doi":"10.21037/jtd-20-3257","title":"Recurrence of primary spontaneous pneumothorax following bullectomy with pleurodesis or pleurectomy: A retrospective analysis","year":2021,"lang":"en","type":"article","venue":"Journal of Thoracic Disease","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"Dalhousie University","keywords":"Medicine; Pleurectomy; Pleurodesis; Pneumothorax; Surgery; Retrospective cohort study; Mesothelioma","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002954803,0.0002712758,0.001158038,0.0004577747,0.00008550975,0.000039848,0.0001990734,0.00005269239,0.0004412055],"category_scores_gemma":[0.0009359845,0.000178068,0.0009928962,0.002166767,0.00008225039,0.0002401083,0.0000594514,0.0003188789,0.000004478439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002057103,"about_ca_system_score_gemma":0.001835591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007980126,"about_ca_topic_score_gemma":0.00001401298,"domain_scores_codex":[0.9974408,0.0002305868,0.0006829849,0.0003458,0.001001791,0.0002980893],"domain_scores_gemma":[0.9972188,0.0002267438,0.0006024715,0.0004238824,0.0007340973,0.0007939967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02919426,0.002236141,0.6934132,0.001257334,0.005142943,0.256561,0.0001878888,0.0002387362,0.003066501,0.00001040074,0.0009841601,0.007707405],"study_design_scores_gemma":[0.00112294,0.001141896,0.970524,0.001786912,0.01734897,0.005331046,0.0002136194,0.000171617,0.001143311,0.0001319503,0.0007383054,0.0003454082],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993849,0.003851626,0.0002567022,0.0009519644,0.0001346155,0.0001722664,0.0001396003,0.00002304766,0.0006212231],"genre_scores_gemma":[0.9948709,0.0003213935,0.002484402,0.0003674492,0.0001375028,0.000004927755,0.00005045861,0.00002959083,0.001733365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2771108,"threshold_uncertainty_score":0.7261402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01896345207751123,"score_gpt":0.3002657150829161,"score_spread":0.2813022630054048,"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."}}