{"id":"W3203235844","doi":"10.1007/978-3-030-80298-1_15","title":"Pleurodesis: From Thoracic Surgery to Interventional Pulmonology","year":2021,"lang":"en","type":"book-chapter","venue":"Respiratory medicine","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Toronto General Hospital; University of Toronto","funders":"","keywords":"Pleurodesis; Medicine; Parietal Pleura; Thoracoscopy; Surgery; Pleural disease; Pleural effusion; Respiratory disease; Internal medicine; Lung","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003463778,0.0005817842,0.001579703,0.0005783089,0.00007976685,0.00001154004,0.0002027646,0.0004584535,0.01942294],"category_scores_gemma":[0.0006182435,0.0004759619,0.0005725816,0.0001197231,0.0002413519,0.00005794744,0.0001653436,0.0006453184,0.0009654518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001570144,"about_ca_system_score_gemma":0.0005371648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003948201,"about_ca_topic_score_gemma":0.00003295998,"domain_scores_codex":[0.9968306,0.000111584,0.0009910193,0.000916926,0.0007554569,0.0003944348],"domain_scores_gemma":[0.9972537,0.0005552737,0.0002915624,0.000821977,0.0003061205,0.0007714347],"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":[0.002891381,0.0004594216,0.006959462,0.001521904,0.001693306,0.02226064,0.0000934213,0.00000221258,0.005316695,0.005769572,0.7946609,0.1583711],"study_design_scores_gemma":[0.0003466023,0.0005926827,0.01273869,0.006203757,0.0008309101,0.0001366404,0.00002590206,0.000002293409,0.0001731625,0.001567758,0.9769307,0.0004509331],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09475654,0.2400349,0.0002003009,0.03509959,0.005808023,0.002175399,0.001786988,0.0008170796,0.6193212],"genre_scores_gemma":[0.03095715,0.001268456,0.0001482008,0.03861283,0.01108201,0.0001063808,0.004296539,0.0003208306,0.9132076],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2938865,"threshold_uncertainty_score":0.9998124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1076506108811628,"score_gpt":0.3336874564229423,"score_spread":0.2260368455417794,"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."}}