{"id":"W6901938527","doi":"10.6084/m9.figshare.12085200.v1","title":"Additional file 1 of Validation of an algorithm based on administrative data to detect new onset of atrial fibrillation after cardiac surgery","year":2020,"lang":"en","type":"article","venue":"Figshare","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire de Sherbrooke; McGill University Health Centre; Université de Sherbrooke","funders":"","keywords":"Atrial fibrillation; Cardiac surgery; Flow (mathematics); Diagram; Electrocardiography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00318533,0.0008197707,0.001001994,0.002001456,0.0008830934,0.001260245,0.001221135,0.0009336998,0.6917586],"category_scores_gemma":[0.06348971,0.0003662352,0.001178721,0.002681561,0.0002345284,0.001235357,0.0007152451,0.0008801637,0.06092758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00100382,"about_ca_system_score_gemma":0.001922256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006969665,"about_ca_topic_score_gemma":0.007701053,"domain_scores_codex":[0.9981983,0.0005121911,0.000428979,0.0003952808,0.0003091004,0.0001561438],"domain_scores_gemma":[0.9436694,0.04359801,0.003653799,0.002713468,0.005731717,0.0006335835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001206149,0.0001947289,0.01371557,0.00155799,0.0001360792,0.00008974838,0.00008219729,0.0006544161,0.00007552117,0.0007003884,0.9701728,0.01141425],"study_design_scores_gemma":[0.02961243,0.001645059,0.2293338,0.01177207,0.001184496,0.001969489,0.001057615,0.01159402,0.002259807,0.01656499,0.6926308,0.000375337],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.001123541,0.0000197561,0.0005450838,0.0001743653,0.00003885966,0.0003045246,0.9963238,0.0001685161,0.001301651],"genre_scores_gemma":[0.04853625,0.0001437888,0.007749492,0.001083259,0.0002581796,0.008962548,0.9210122,0.0008181715,0.01143618],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.6917586,"threshold_uncertainty_score":0.4396689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.11286487632556,"score_gpt":0.3279646847963429,"score_spread":0.2150998084707829,"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."}}