{"id":"W4308194635","doi":"10.1136/heartjnl-2022-321520","title":"Patient clusters and cost trajectories in the Swiss Atrial Fibrillation cohort","year":2022,"lang":"en","type":"article","venue":"Heart","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"Schweizerische Herzstiftung; Universität Basel; Foundation for Cardiovascular Research; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Medicine; Atrial fibrillation; Cohort; Emergency medicine; Cluster (spacecraft); Cohort study; Health care; Indirect costs; Internal 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":[],"consensus_categories":[],"category_scores_codex":[0.000287093,0.00005508668,0.000123722,0.00006055088,0.0001293914,0.00001670674,0.00001763591,0.0000154262,0.0001141577],"category_scores_gemma":[0.00004429236,0.00004121163,0.00006016626,0.0001674032,0.00001943809,0.00003995745,0.00004009228,0.0000718649,0.000004723034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000424933,"about_ca_system_score_gemma":0.00001810331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006916699,"about_ca_topic_score_gemma":0.00001518354,"domain_scores_codex":[0.9992994,0.00009294577,0.0001515416,0.0001093169,0.0002521893,0.00009459302],"domain_scores_gemma":[0.9997201,0.0001165108,0.00002995796,0.0001007352,0.00001028326,0.00002240306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000223294,0.000001301306,0.992552,0.000009221932,0.00001771059,0.000004090957,0.0008851217,0.0005533372,0.00002107269,0.0002504943,0.003271808,0.002210528],"study_design_scores_gemma":[0.0008545657,0.0001570331,0.6916862,0.000003902774,0.00003553221,0.00001879773,0.001017488,0.0005516141,0.000006692685,0.00005679005,0.3055615,0.00004993399],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873189,0.00023828,0.00000873783,0.01014674,0.0003397457,0.0009646036,0.000003517698,0.00002092637,0.0009584855],"genre_scores_gemma":[0.9986376,0.00001891796,0.00005236006,0.0005675419,0.0004609392,0.000004364278,0.00002987735,0.000005810748,0.000222645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3022896,"threshold_uncertainty_score":0.1680562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0385461101005105,"score_gpt":0.3088904519930311,"score_spread":0.2703443418925205,"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."}}