{"id":"W4400743497","doi":"10.1007/978-3-031-45731-9_15","title":"Pericardial Diseases","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Pericarditis and Cardiac Tamponade","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00002618199,0.0003063706,0.0007107223,0.0001096185,0.00002882352,0.00003812026,0.00005553397,0.0002345564,0.00611041],"category_scores_gemma":[0.000009502031,0.0002355204,0.001157613,0.00002030942,0.00009946039,0.0000200079,0.00008580492,0.000348824,0.003734228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009941003,"about_ca_system_score_gemma":0.000157281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004765773,"about_ca_topic_score_gemma":3.421381e-7,"domain_scores_codex":[0.9987658,0.000002972192,0.0001974198,0.0004258906,0.0004185279,0.000189393],"domain_scores_gemma":[0.9992027,0.00002305707,0.00003027308,0.0004152596,0.00005176586,0.000276942],"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":[0.00005713009,0.0000189234,0.00007287521,0.0002607274,0.001263957,0.002003179,0.00002155368,2.93733e-7,0.00004839014,0.3646015,0.6061491,0.02550244],"study_design_scores_gemma":[0.0001721634,0.00008803546,0.000506167,0.0001999462,0.001378032,0.0001931762,0.000006508155,0.000001903884,0.00000445097,0.00566744,0.9915207,0.000261477],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001469234,0.01214806,0.0000128433,0.0006246525,0.0009497099,0.0002276351,0.0003338665,0.0003101558,0.9853784],"genre_scores_gemma":[0.005831577,0.001330205,0.00005495075,0.0008400363,0.003236603,0.00001880111,0.0002600524,0.0001145594,0.9883132],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3853716,"threshold_uncertainty_score":0.9970415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0101037179768506,"score_gpt":0.2443710103914735,"score_spread":0.2342672924146229,"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."}}