{"id":"W1983957769","doi":"10.1089/jpm.2009.9937","title":"Malignant Pericardial Effusions #209","year":2009,"lang":"en","type":"article","venue":"Journal of Palliative Medicine","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Pericardial effusion; Download; General surgery; Internal medicine; World Wide Web; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002507156,0.0001504838,0.0005876855,0.0001664912,0.00006266487,0.000004119369,0.0001019276,0.00004434518,0.000615944],"category_scores_gemma":[0.0005005303,0.00008188171,0.0002190812,0.000250961,0.0001117828,0.00007195596,0.00001148943,0.0002685721,0.00001977075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006876834,"about_ca_system_score_gemma":0.0001256954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000592538,"about_ca_topic_score_gemma":4.856004e-7,"domain_scores_codex":[0.9985622,0.00005911615,0.0005031116,0.0001107193,0.0005693079,0.0001955882],"domain_scores_gemma":[0.9986902,0.0001172698,0.0003081198,0.0001237522,0.000346648,0.0004140302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008492082,0.002966041,0.3000631,0.0002462086,0.001089444,0.01630695,0.005763126,0.00005261364,0.2985587,0.003468513,0.2419572,0.1210361],"study_design_scores_gemma":[0.003074445,0.005060954,0.9614242,0.0008373603,0.0004625919,0.0003929148,0.0004692446,0.00004908792,0.0003574077,0.001267288,0.02649524,0.000109238],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9111708,0.006511805,0.0005027583,0.06520981,0.0006477431,0.0002361715,0.00001108932,0.00002570257,0.01568411],"genre_scores_gemma":[0.9917031,0.0009612796,0.0005183024,0.003573791,0.002177117,7.876811e-7,0.000007539467,0.00000755789,0.001050538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6613611,"threshold_uncertainty_score":0.6744155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03630479770594319,"score_gpt":0.3335037940664822,"score_spread":0.297198996360539,"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."}}