{"id":"W4210662365","doi":"10.1016/j.cjca.2022.01.023","title":"Female Representation in Clinical Studies Informing Atrial Fibrillation Guidelines: Have We Built a House of Cards?","year":2022,"lang":"en","type":"letter","venue":"Canadian Journal of Cardiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Heart Research Centre; University of Ottawa","funders":"University of Ottawa Heart Institute Foundation; Heart and Stroke Foundation of Canada","keywords":"Medicine; Atrial fibrillation; Representation (politics); Cardiology; Internal medicine; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02471323,0.0004503448,0.00170562,0.001484517,0.006279104,0.005936354,0.002069603,0.03778106,0.007740485],"category_scores_gemma":[0.1355533,0.0009228913,0.0009231164,0.001397093,0.004638362,0.007125773,0.003216977,0.02994959,0.002545533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006650393,"about_ca_system_score_gemma":0.01311213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03002298,"about_ca_topic_score_gemma":0.04804835,"domain_scores_codex":[0.9751727,0.01149027,0.004464372,0.001662656,0.004521694,0.002688383],"domain_scores_gemma":[0.8476939,0.08911594,0.01306189,0.004185008,0.01866578,0.02727739],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001759388,0.000122637,0.0277766,0.0001954221,0.0000971962,0.004618112,0.002666488,0.00008679862,0.0004068295,0.005424528,0.9183408,0.04008863],"study_design_scores_gemma":[0.0006662433,0.0003219228,0.03077582,0.004021602,0.0003451979,0.01416954,0.0135198,0.001922296,0.0005947406,0.02522383,0.9079958,0.000443223],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001021505,0.0004670728,0.00009327035,0.9936175,0.003324588,0.000007147948,0.00002075977,0.000007021602,0.001441153],"genre_scores_gemma":[0.02147226,0.001167888,0.0007475821,0.947161,0.0273848,0.00004936652,0.00002966841,0.00002861778,0.001958896],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9752868,"threshold_uncertainty_score":0.1306976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2884335231405772,"score_gpt":0.4521283742988995,"score_spread":0.1636948511583222,"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."}}