{"id":"W3028305733","doi":"10.1016/j.patter.2020.100008","title":"gfoRmula: An R Package for Estimating the Effects of Sustained Treatment Strategies via the Parametric g-formula","year":2020,"lang":"en","type":"article","venue":"Patterns","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health; National Institute of Allergy and Infectious Diseases; U.S. National Library of Medicine; Fonds de recherche du Québec – Nature et technologies; National Institutes of Health; National Science Foundation","keywords":"R package; Package design; Parametric statistics; Mathematics; Computer science; Econometrics; Statistics; Engineering; Manufacturing engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001798738,0.0001993051,0.0002722472,0.0000349205,0.0001287992,0.00005551345,0.0003153644,0.00005262443,0.00001042806],"category_scores_gemma":[0.000841196,0.0001004766,0.0001061681,0.0001831966,0.00005345369,0.0001991405,0.00005603383,0.0001023142,0.000001661239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006003329,"about_ca_system_score_gemma":0.0000351512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005361165,"about_ca_topic_score_gemma":0.00002857631,"domain_scores_codex":[0.9990272,0.00007411044,0.0002921941,0.0001817028,0.0001620774,0.0002627191],"domain_scores_gemma":[0.9968726,0.002329741,0.0002256656,0.0004339548,0.00008090102,0.00005712611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004507564,0.001777191,0.01041868,0.01163746,0.001113137,0.00008734196,0.07561505,0.001448667,0.07383946,0.4229848,0.0008746015,0.3997529],"study_design_scores_gemma":[0.001411043,0.004867263,0.0009808023,0.0001848304,0.0003517639,0.000008690589,0.006194595,0.09338667,0.3030179,0.5889915,0.0001075897,0.0004973809],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3267655,0.00002157213,0.6715502,0.0002789247,0.00003127196,0.001127254,0.00001879837,0.0001440256,0.00006242192],"genre_scores_gemma":[0.9565141,0.000007730302,0.04284141,0.0001356753,0.00009425614,0.0003478639,0.00001191617,0.00003256788,0.0000144618],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6297486,"threshold_uncertainty_score":0.4097318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1078923772644685,"score_gpt":0.398412433487412,"score_spread":0.2905200562229435,"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."}}