{"id":"W4318972972","doi":"10.1016/j.cjca.2023.01.029","title":"The Surgical Management of Pericardial Disease","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Pericarditis and Cardiac Tamponade","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Intensive care medicine; General surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005453773,0.00008915552,0.000472739,0.0001529866,0.0001091367,0.00001081118,0.000150309,0.00005310065,0.00001426538],"category_scores_gemma":[0.00006975373,0.00005970649,0.0006298621,0.0002800399,0.0002901768,0.00002260508,0.0000207189,0.0001764911,0.00002066105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008247056,"about_ca_system_score_gemma":0.0006819754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005077874,"about_ca_topic_score_gemma":0.00001122537,"domain_scores_codex":[0.9988993,0.0001275473,0.0003181794,0.00009838695,0.0002164644,0.0003400721],"domain_scores_gemma":[0.9986317,0.00009646098,0.00009866633,0.0002420695,0.0001547119,0.0007763593],"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":[0.001154888,0.000007488883,0.3274073,0.0001867414,0.005216169,0.05497072,0.0002441207,0.003285584,0.000133119,0.01286246,0.4684372,0.1260943],"study_design_scores_gemma":[0.0004815543,0.00007725014,0.3833419,0.00002790672,0.000188151,0.0005671346,0.0001949905,0.000003383019,0.000004207805,0.0001269928,0.6149436,0.00004289788],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8635451,0.008891414,0.0002245849,0.009507339,0.003947665,0.0003656512,0.000130506,0.00002453616,0.1133632],"genre_scores_gemma":[0.9965152,0.001665366,0.00002164278,0.00005536006,0.001242651,0.000005669677,0.000007459738,0.0000123564,0.0004742764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1465065,"threshold_uncertainty_score":0.243476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0136632812875839,"score_gpt":0.257744346154288,"score_spread":0.2440810648667041,"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."}}