{"id":"W4243660660","doi":"10.1016/b978-1-4160-6110-6.10182-9","title":"Case 182","year":2010,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Pericarditis and Cardiac Tamponade","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Computer science","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":[0.0001422704,0.0004215446,0.000874809,0.0001213181,0.00010674,0.00002824223,0.00009426504,0.0006701917,0.001392739],"category_scores_gemma":[0.00002396775,0.0003700064,0.0006153937,0.000008435053,0.000200632,0.00001651542,0.00009146371,0.001257519,0.000702257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006928267,"about_ca_system_score_gemma":0.0002416416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.928601e-7,"about_ca_topic_score_gemma":0.00001201141,"domain_scores_codex":[0.9984931,0.00001172163,0.0003477962,0.0004664169,0.0003775247,0.0003034169],"domain_scores_gemma":[0.9984574,0.00003377769,0.0001398368,0.0008728924,0.0001487231,0.0003474119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001692328,0.000006176323,0.000005456838,0.00007351594,0.0001974856,0.02288884,0.00005734756,7.413779e-9,0.000427612,0.00134211,0.0009876181,0.9739969],"study_design_scores_gemma":[0.0004231411,0.00008186909,0.00002483105,0.0002092733,0.0005341792,0.0327392,0.000004578017,2.211879e-7,0.0001300508,0.0009847104,0.9645099,0.0003580624],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003900836,0.001264371,0.000001468343,0.00008890052,0.0008673586,0.0005050611,0.000113905,0.0001143388,0.9966545],"genre_scores_gemma":[0.003934918,0.0001182692,0.0004264856,0.001085849,0.002099163,0.00003753811,0.00007003039,0.0001436871,0.9920841],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9736388,"threshold_uncertainty_score":0.9998752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01572204805533786,"score_gpt":0.2505442537302042,"score_spread":0.2348222056748664,"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."}}