{"id":"W2898341387","doi":"10.1016/j.jtho.2018.08.028","title":"ES03.03 When to Repeat Pleural Biopsies","year":2018,"lang":"en","type":"article","venue":"Journal of Thoracic Oncology","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Medicine; Mesothelioma; Pleural effusion; Radiology; Malignancy; Biopsy; Context (archaeology); Thoracoscopy; Pleural disease; Pleural fluid; Pleural thickening; Respiratory disease; Pathology; Lung; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009993641,0.0005333527,0.0007067544,0.001419444,0.0008669057,0.001809915,0.0006590086,0.00460103,0.08703907],"category_scores_gemma":[0.007899403,0.000263655,0.001173103,0.0003145177,0.0004286191,0.001964837,0.0006087782,0.001893209,0.03397719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005166361,"about_ca_system_score_gemma":0.001071551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001585551,"about_ca_topic_score_gemma":0.004131082,"domain_scores_codex":[0.999353,0.0001324594,0.0001039145,0.00009706551,0.0001539519,0.0001596977],"domain_scores_gemma":[0.9976811,0.0006586962,0.0001763395,0.0001490737,0.0005276247,0.0008071261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001877161,0.0004671739,0.06372064,0.0004641548,0.00009740009,0.02599723,0.000267877,0.0007613666,0.006067039,0.002201287,0.5461729,0.3519059],"study_design_scores_gemma":[0.0007821961,0.0009923447,0.1027035,0.003748895,0.0003954277,0.07924259,0.002393003,0.003627842,0.007468545,0.01666689,0.7817174,0.0002613349],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1575672,0.03061442,0.01602129,0.1971406,0.02076908,0.001367514,0.004840477,0.004248984,0.5674305],"genre_scores_gemma":[0.6147743,0.01807726,0.05860323,0.102613,0.0527782,0.00129718,0.007404494,0.002345378,0.142107],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08703907,"threshold_uncertainty_score":0.2911747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0281929118228287,"score_gpt":0.414956312860873,"score_spread":0.3867634010380443,"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."}}