{"id":"W7115018644","doi":"10.1371/journal.pone.0338653.s001","title":"Search strategy.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Cardiovascular Health and Risk Factors","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cohort; Multivariate analysis; Cohort study; Meta-analysis; Heart failure; Risk factor; Multivariate statistics; Survival analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001734135,0.0002858098,0.0005629153,0.0002655768,0.0002447992,0.00008436148,0.0002270027,0.0004045806,0.5197556],"category_scores_gemma":[0.001108328,0.0002590474,0.0005812694,0.0008379183,0.00001646512,0.00007855643,0.0001734643,0.0008822974,0.01750794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002226825,"about_ca_system_score_gemma":0.002929329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007671273,"about_ca_topic_score_gemma":0.00001076655,"domain_scores_codex":[0.9975707,0.0001434677,0.0004197297,0.0005183157,0.0005263472,0.0008214676],"domain_scores_gemma":[0.9980928,0.0001903607,0.00004778817,0.0008164447,0.0003452738,0.00050737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008638248,0.00009390055,0.0006730729,0.00543825,0.0004132547,0.0002111158,0.0001271709,0.00005345744,0.00001356213,0.0000381542,0.8667514,0.1261002],"study_design_scores_gemma":[0.001826652,0.0001581839,0.06569732,0.01465828,0.0002000871,0.00002416202,0.0005617294,0.0004822877,0.001276946,0.00001168688,0.9148388,0.0002638458],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.003901891,0.1264846,0.000006682686,0.001461719,0.001325466,0.002889075,0.5613392,0.0002300511,0.3023613],"genre_scores_gemma":[0.8249917,0.0008508816,0.0000127181,0.001465572,0.001119646,0.0001523125,0.1492458,0.00004957325,0.02211183],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8210898,"threshold_uncertainty_score":0.9999862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05617839184847733,"score_gpt":0.3553206377482358,"score_spread":0.2991422458997585,"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."}}