{"id":"W4383197431","doi":"10.1186/s42466-023-00255-7","title":"Current practice and attitudes of stroke physicians towards rhythm-control therapy for stroke prevention: results of an international survey","year":2023,"lang":"en","type":"article","venue":"Neurological Research and Practice","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; BC Innovation Council; Montreal Heart Institute; Western University; University of British Columbia; Hotchkiss Brain Institute; University of Calgary","funders":"British Heart Foundation","keywords":"Medicine; Atrial fibrillation; Stroke (engine); Rhythm; Heart Rhythm; Internal medicine; Physical therapy; Cardiology; Emergency medicine; Intensive care medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005480524,0.00008769217,0.0002470515,0.0001516455,0.00008102836,0.00004189554,0.00009225583,0.00006158243,0.00001432851],"category_scores_gemma":[0.02641762,0.00006629436,0.00005876465,0.0002342134,0.0001576598,0.0004840933,0.0000861728,0.0002568957,0.000002243576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006477658,"about_ca_system_score_gemma":0.00005936225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004421139,"about_ca_topic_score_gemma":0.00001131547,"domain_scores_codex":[0.9975196,0.0009964913,0.0003125472,0.0002990033,0.0006632064,0.0002092262],"domain_scores_gemma":[0.9878401,0.01086546,0.0002128481,0.0001736153,0.0008202352,0.00008773264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.2149733,0.001157425,0.1648199,0.0002743499,0.0007491207,0.00006548413,0.000360691,0.00005385458,0.004314605,0.004215722,0.002228297,0.6067873],"study_design_scores_gemma":[0.005486294,0.007082112,0.8861749,0.00001723698,0.0000488088,0.0000129428,0.0001190666,0.001065547,0.0001784154,0.0002096246,0.09954559,0.00005942935],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9729487,0.0004515814,0.0002887283,0.02287568,0.0001899034,0.001178196,0.000276502,0.00003380907,0.001756949],"genre_scores_gemma":[0.9913232,0.006782299,0.0006609014,0.0001982722,0.0003439245,0.00001395723,0.00008710281,0.000008599509,0.0005817846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7213551,"threshold_uncertainty_score":0.9817833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.350001203503627,"score_gpt":0.536739990559977,"score_spread":0.18673878705635,"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."}}