{"id":"W181583397","doi":"10.1007/978-3-642-11335-2_9","title":"Epicardial and Pericardial Biopsy","year":2011,"lang":"en","type":"book-chapter","venue":"","topic":"Pericarditis and Cardiac Tamponade","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pericardium; Biopsy; Medicine; Immunocytochemistry; Forceps; Pathology; Radiology; Surgery","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":[],"category_scores_codex":[0.0001017201,0.0004249381,0.001111071,0.0001341249,0.00006263736,0.00002442356,0.00006762534,0.0005157835,0.003048867],"category_scores_gemma":[0.00001853436,0.0003539869,0.0007476049,0.00001994544,0.000284311,0.00003832773,0.0001303349,0.0004396062,0.0004434015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005477166,"about_ca_system_score_gemma":0.0001229875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000291464,"about_ca_topic_score_gemma":5.567067e-7,"domain_scores_codex":[0.998542,0.00001279133,0.0002935602,0.0005629938,0.0002999513,0.0002886979],"domain_scores_gemma":[0.9988945,0.00002927393,0.00008772733,0.0005196538,0.00008792579,0.0003809095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007631664,0.00009062514,0.002378666,0.0003299223,0.004644821,0.002258282,0.0004230504,9.000593e-8,0.001208656,0.4747756,0.1794398,0.3336873],"study_design_scores_gemma":[0.000622398,0.0001947449,0.007601328,0.00008248795,0.0007712199,0.001314758,0.000008062857,3.480435e-7,0.00002174445,0.002473532,0.9864763,0.000433059],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003244194,0.002477991,0.00008313535,0.000191023,0.0005715468,0.0003326721,0.0000916573,0.0001420312,0.9957855],"genre_scores_gemma":[0.03592689,0.003328678,0.0008481778,0.0008503548,0.002970397,0.00002475312,0.0001207161,0.0001513618,0.9557787],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8070365,"threshold_uncertainty_score":0.9998912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02124872845966412,"score_gpt":0.2292679370603247,"score_spread":0.2080192086006606,"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."}}