{"id":"W298480079","doi":"10.26481/dis.20141217cv","title":"Clinical and echocardiographic parameters to characterize atrial fibrillation","year":2014,"lang":"en","type":"dissertation","venue":"","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Atrial fibrillation; Medicine; Stroke (engine); Cardiology; Internal medicine; Subclinical infection; Population; Intensive care medicine; Clinical Practice; Physical therapy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009548736,0.001069366,0.0008440377,0.003508525,0.0002673385,0.0006882292,0.0003506771,0.0008315167,0.004182026],"category_scores_gemma":[0.002722575,0.000186453,0.000549381,0.001166318,0.000291424,0.0007092688,0.000455544,0.00117691,0.00171503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002157445,"about_ca_system_score_gemma":0.0002798463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000789673,"about_ca_topic_score_gemma":0.0007572182,"domain_scores_codex":[0.9994221,0.0001071058,0.000121049,0.00009780072,0.0001850887,0.00006680647],"domain_scores_gemma":[0.9986457,0.0002583333,0.000349775,0.0001056524,0.0004371466,0.0002033657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009381744,0.0007973801,0.918409,0.0003527453,0.00031593,0.003132458,0.0002487347,0.0007181813,0.01741897,0.0007790254,0.00436565,0.05252384],"study_design_scores_gemma":[0.00005948424,0.0008690733,0.9767588,0.0001500894,0.00009846814,0.01162394,0.0002335123,0.001227819,0.002365944,0.0004989911,0.006062242,0.0000515659],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8367749,0.03216379,0.01656355,0.001464559,0.0005452103,0.001761132,0.01160162,0.0005261023,0.09859899],"genre_scores_gemma":[0.9751797,0.005182786,0.00644072,0.0009304727,0.0004009481,0.000565743,0.004005842,0.00004998684,0.00724373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004182026,"threshold_uncertainty_score":0.01399022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07149179513287983,"score_gpt":0.3729839386284124,"score_spread":0.3014921434955326,"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."}}