{"id":"W4256570789","doi":"10.1016/b978-1-4160-6110-6.10161-1","title":"Case 161","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":[0.0001495499,0.0004235824,0.0008783815,0.0001228378,0.0001071131,0.00002834986,0.00009457588,0.0006764034,0.001450614],"category_scores_gemma":[0.00002061793,0.000370599,0.0007291311,0.000007235748,0.0002014262,0.00001657365,0.0000921541,0.001252816,0.0007022028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007041445,"about_ca_system_score_gemma":0.00020562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.422598e-7,"about_ca_topic_score_gemma":0.00001153513,"domain_scores_codex":[0.9984888,0.00001203537,0.0003483771,0.0004688264,0.0003778137,0.0003041633],"domain_scores_gemma":[0.9984838,0.00003453949,0.0001400508,0.0008777389,0.0001157597,0.000348104],"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":[0.00001689887,0.000006144605,0.000005419017,0.00007409765,0.000197854,0.02269509,0.00006265182,7.461023e-9,0.000434334,0.001347617,0.0008253988,0.9743345],"study_design_scores_gemma":[0.0004238396,0.00008268521,0.00002303775,0.0002106564,0.0005352137,0.03233555,0.000004746516,2.240937e-7,0.0001419073,0.001146177,0.9647372,0.0003587845],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004428416,0.001292508,0.00000153273,0.00009364459,0.0008686963,0.0005061987,0.0001089791,0.0001120712,0.9965735],"genre_scores_gemma":[0.004417451,0.0001209411,0.0004292608,0.001121547,0.002099761,0.00003756901,0.00006178587,0.0001437722,0.9915679],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9739757,"threshold_uncertainty_score":0.9998746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01559467918653175,"score_gpt":0.2495998110582476,"score_spread":0.2340051318717158,"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."}}