{"id":"W3013921428","doi":"10.1186/s12874-020-0900-z","title":"Methods of competing risks flexible parametric modeling for estimation of the risk of the first disease among HIV infected men","year":2020,"lang":"en","type":"article","venue":"BMC Medical Research Methodology","topic":"Statistical Methods and Bayesian Inference","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"National Institute of Allergy and Infectious Diseases; National Cancer Institute; National Institute on Deafness and Other Communication Disorders; National Institute on Drug Abuse; Northwestern University; National Institute of Mental Health; National Heart, Lung, and Blood Institute; National Center for Advancing Translational Sciences; Johns Hopkins Bloomberg School of Public Health; University of California, Los Angeles; National Institutes of Health; Johns Hopkins University; Tehran University of Medical Sciences and Health Services; University of Pittsburgh; McMaster University","keywords":"Estimation; Human immunodeficiency virus (HIV); Disease; Parametric statistics; Medicine; Environmental health; Econometrics; Computer science; Statistics; Risk analysis (engineering); Family medicine; Mathematics; Internal medicine; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"category_scores_codex":[0.03877732,0.0001582722,0.0008367833,0.0001633146,0.0002069102,0.000009926775,0.0009938923,0.000225252,0.0001439537],"category_scores_gemma":[0.7667134,0.00008859101,0.0002970653,0.001512864,0.00126578,0.00003852566,0.0006510988,0.0008537382,7.167906e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003461272,"about_ca_system_score_gemma":0.0007429435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003306579,"about_ca_topic_score_gemma":0.00002900976,"domain_scores_codex":[0.9721628,0.02465786,0.001106475,0.0003465739,0.00129144,0.000434868],"domain_scores_gemma":[0.6984957,0.2988274,0.0007284361,0.000734597,0.0008108912,0.0004029704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001552831,0.0005222433,0.1401605,0.009532226,0.0003432803,0.000002152083,0.002487123,0.01413487,0.0008347565,0.6764185,0.0007275818,0.1532838],"study_design_scores_gemma":[0.0003899271,0.00008569464,0.01121312,0.0002269806,0.0001008847,3.533351e-7,0.00015583,0.6035938,0.002480676,0.3816902,0.000008816415,0.00005365433],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04221869,0.0000987477,0.9555056,0.0008266568,0.00008020664,0.0009601543,0.00007630155,0.00001942885,0.0002141754],"genre_scores_gemma":[0.2740323,0.00003171652,0.725772,0.00002505857,0.00004258228,0.00007242958,0.000001601068,0.00001705881,0.000005271006],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7279361,"threshold_uncertainty_score":0.989781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6493900727292393,"score_gpt":0.595324126106831,"score_spread":0.05406594662240827,"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."}}