{"id":"W1834101870","doi":"","title":"Incidental carcinoma in bullous emphysema.","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Medicine; Pneumothorax; Lung cancer; Bulla (seal); Thoracostomy; Carcinoma; Lung; Pathological; Metastatic carcinoma; Surgery; Pathology; Internal medicine","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":[0.00005057275,0.00007682752,0.0001379953,0.00007176583,0.0000174606,0.000007204319,0.00005153005,0.00003123688,0.00003465872],"category_scores_gemma":[0.00004023352,0.00006314625,0.00005387529,0.0001392443,0.00001648912,0.00005897865,0.00001276122,0.00007308341,0.0000326045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005474984,"about_ca_system_score_gemma":0.0000192341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007908809,"about_ca_topic_score_gemma":0.00001431371,"domain_scores_codex":[0.9993425,0.00001339109,0.0001209627,0.0001364179,0.0001334896,0.0002532314],"domain_scores_gemma":[0.999668,0.00001174596,0.00001828803,0.0001144094,0.00001190789,0.0001756354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002876103,0.0003465476,0.8046955,0.00001961091,0.000005936155,0.001277169,0.00005467847,0.00000120195,0.0001937688,0.00007762314,0.00263825,0.190402],"study_design_scores_gemma":[0.000640444,0.00004625252,0.9965991,0.000007108423,0.00001559952,0.0001145565,0.00002557203,0.0000154649,0.0002501945,0.0003208739,0.001892799,0.00007205737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841237,0.0006566612,2.386172e-7,0.002069525,0.0000618616,0.000374508,0.000005892435,0.00004278376,0.0126648],"genre_scores_gemma":[0.9966598,0.00001183043,0.000009466016,0.001570352,0.0001533856,0.0001169431,0.00002380959,0.000005063256,0.001449329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1919035,"threshold_uncertainty_score":0.2575029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01965437964414577,"score_gpt":0.2321404794551078,"score_spread":0.212486099810962,"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."}}