{"id":"W2915803345","doi":"10.14740/cr821","title":"Preoperative Cardiac Stress Tests Ordered in the Preoperative Evaluation Clinic: A Retrospective Review of Ordering Patterns","year":2019,"lang":"en","type":"review","venue":"Cardiology Research","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Stress testing (software); Cardiac surgery; Left bundle branch block; Cardiology; Internal medicine; Retrospective cohort study; Test (biology); Heart failure; Physical therapy","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01745617,0.0005452215,0.00898401,0.0004653548,0.0001118939,0.00003123698,0.000560978,0.00068903,0.0002313022],"category_scores_gemma":[0.008215758,0.0003147223,0.002177659,0.001296714,0.0004471521,0.00007911925,0.0002437583,0.002567552,0.0001482334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005993058,"about_ca_system_score_gemma":0.002152432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006372741,"about_ca_topic_score_gemma":0.00001305382,"domain_scores_codex":[0.9783307,0.01678606,0.001353089,0.001033514,0.001767768,0.000728832],"domain_scores_gemma":[0.9885852,0.007494754,0.0003181907,0.001535712,0.001944561,0.0001215788],"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":[0.0002637955,0.0003328749,0.2459922,0.3396409,0.006295997,0.0008147121,0.002487185,0.000007941109,0.000001741019,0.0005970396,0.00400518,0.3995605],"study_design_scores_gemma":[0.001454933,0.001413543,0.08332662,0.1842851,0.005497997,0.0004041643,0.001193765,0.000009072097,0.000002000932,0.00001323095,0.7217574,0.0006421247],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006179173,0.9652736,0.000003204366,0.0002893263,0.0002563176,0.0120992,0.0001934357,0.0000158721,0.02125116],"genre_scores_gemma":[0.00169104,0.9933967,0.00001536254,0.0001088576,0.0004218863,0.002490213,0.0005824867,0.00006355138,0.001229883],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7177522,"threshold_uncertainty_score":0.9999305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2569940105818008,"score_gpt":0.5198078259681167,"score_spread":0.2628138153863159,"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."}}