{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001493718,0.0004650803,0.000386481,0.001729815,0.0007030975,0.001105501,0.0003999142,0.0005368338,0.002791335],"category_scores_gemma":[0.006265183,0.000199621,0.0009717955,0.002211576,0.0002741644,0.0006115999,0.001088858,0.0006297634,0.0003070535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001378117,"about_ca_system_score_gemma":0.001341146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06612799,"about_ca_topic_score_gemma":0.05366199,"domain_scores_codex":[0.999141,0.0002699621,0.00006983193,0.0001992775,0.0001459592,0.0001740463],"domain_scores_gemma":[0.9963767,0.0008234968,0.001561313,0.0003722443,0.0005069711,0.0003593425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004100544,0.0000327417,0.9945042,0.00001816809,0.0001829813,0.0001395624,0.0001879998,0.001230669,0.00007850161,0.0001294379,0.001171842,0.001913965],"study_design_scores_gemma":[0.00003157731,0.00009622225,0.9933275,0.00003555439,0.00007076657,0.0002951406,0.0003626653,0.004751417,0.00004088263,0.0002993764,0.0006674674,0.00002131934],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959459,0.0001913849,0.0001998501,0.0001663569,0.000007291398,0.00001765027,0.003211669,0.000007741974,0.0002522975],"genre_scores_gemma":[0.9946362,0.0001210477,0.0001945986,0.00003021959,0.00001394025,0.00003626351,0.004802507,0.000006001479,0.0001591654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06612799,"threshold_uncertainty_score":0.1314862,"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."}}