{"id":"W4386415620","doi":"10.1007/s10654-023-01045-w","title":"Addressing the longitudinal components of surgical treatments","year":2023,"lang":"en","type":"article","venue":"European Journal of Epidemiology","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"National Institute of General Medical Sciences; National Institute on Aging","keywords":"Medicine; Perioperative; Psychological intervention; Clinical trial; Intensive care medicine; Aortic valve replacement; Randomized controlled trial; Clinical endpoint; Valve replacement; Stroke (engine); MEDLINE; Surgery; Physical therapy; Internal medicine; Psychiatry","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":[0.002300583,0.0001194363,0.0006277857,0.0001178542,0.00006421944,0.000002927634,0.000114177,0.00002181555,0.00007111301],"category_scores_gemma":[0.0006204133,0.00006391374,0.00104726,0.0001675591,0.0001604619,0.00003096502,0.00006127637,0.0001707839,0.00009658776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003261564,"about_ca_system_score_gemma":0.00003090216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008551151,"about_ca_topic_score_gemma":7.831648e-8,"domain_scores_codex":[0.9972878,0.00140662,0.0007799275,0.0001268185,0.0001554309,0.0002433946],"domain_scores_gemma":[0.9979398,0.001001747,0.0005441039,0.0002173504,0.0001183527,0.0001786679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006699403,0.0002033089,0.9786151,0.00002260747,0.001695085,0.002354331,0.00006057102,0.0001087546,0.0001272094,0.0001222433,0.007674531,0.008346329],"study_design_scores_gemma":[0.002666033,0.0005734477,0.9883328,0.0001613037,0.0006952524,0.0007595004,0.00004130685,0.00004273004,0.00001319757,0.00008980111,0.006581751,0.00004285089],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924977,0.002191407,0.00003397712,0.001775033,0.0003436187,0.00009209979,0.00001480777,0.00001263872,0.003038686],"genre_scores_gemma":[0.9982147,0.0009098961,0.0001606105,0.0001407252,0.0003181638,6.545957e-7,0.00003068708,0.00001887239,0.0002056828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009717735,"threshold_uncertainty_score":0.2606326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2931657392936003,"score_gpt":0.4559752050020817,"score_spread":0.1628094657084813,"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."}}