{"id":"W2977472654","doi":"10.1177/155989771401009","title":"New Study Reveals That TCD is Better Used to Detect PFO than TEE","year":2014,"lang":"en","type":"article","venue":"MD Conference Express","topic":"Cardiovascular and Diving-Related Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Patent foramen ovale; Transcranial Doppler; Cardiology; Stroke (engine); Medicine; Internal medicine; Doppler ultrasound; Population; Radiology; Engineering; Environmental health; Migraine","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":[0.0002700202,0.0002206934,0.0004670004,0.0001277079,0.0001069429,0.0001059061,0.0003220122,0.0001013891,0.0005113169],"category_scores_gemma":[0.0001063623,0.00019376,0.0002291631,0.0001982727,0.00002456749,0.00008336651,0.0001514948,0.000232311,0.0004932845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003294542,"about_ca_system_score_gemma":0.00007327034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004525213,"about_ca_topic_score_gemma":0.00005763527,"domain_scores_codex":[0.998336,0.0001185454,0.0002402968,0.0005101525,0.0004683382,0.0003266278],"domain_scores_gemma":[0.9980189,0.00009777591,0.00005614107,0.0013401,0.0001395764,0.000347532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003776294,0.000632186,0.4455911,0.000138465,0.001960712,0.00007601184,0.0225334,0.00004542028,0.1309576,0.001211704,0.1657375,0.2307383],"study_design_scores_gemma":[0.007807468,0.001209262,0.8203707,0.0006405154,0.001145226,0.00008615569,0.00130928,0.0002146943,0.04246397,0.003193298,0.1204191,0.001140292],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8828043,0.000143901,0.1010887,0.001960084,0.0001854134,0.001180141,0.00001026585,0.0001966471,0.01243057],"genre_scores_gemma":[0.9944834,0.000006428244,0.001733893,0.001141099,0.000237074,0.0001261514,0.000008931302,0.00003070425,0.00223231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3747796,"threshold_uncertainty_score":0.7901305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05450713976941605,"score_gpt":0.2923661561445993,"score_spread":0.2378590163751832,"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."}}