{"id":"W4409918350","doi":"10.1080/13576275.2025.2497605","title":"Letter","year":2025,"lang":"en","type":"letter","venue":"Mortality","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Philosophy","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"],"consensus_categories":[],"category_scores_codex":[0.0002546337,0.0003550965,0.0005347896,0.0001012982,0.00005065991,0.00003992503,0.0004519329,0.0008695688,0.0004479146],"category_scores_gemma":[0.0003593971,0.0003262039,0.0001923655,0.000126585,0.0001012473,0.00008096808,0.0001699033,0.001914499,0.00005387321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001265351,"about_ca_system_score_gemma":0.00006858315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005353526,"about_ca_topic_score_gemma":0.00001864451,"domain_scores_codex":[0.9982491,0.0001139565,0.0004232131,0.0004527549,0.0003820365,0.0003790067],"domain_scores_gemma":[0.9980377,0.0003878195,0.0002057633,0.00125259,0.00009096519,0.00002517366],"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":[5.899623e-7,0.00001239469,0.00008925292,0.0003615498,0.00006000149,0.0001940251,0.00001084636,2.631e-8,0.000008310814,0.005592735,0.9934539,0.0002163444],"study_design_scores_gemma":[0.00002672621,0.00000610597,0.00003840997,0.00008326417,0.00006282776,0.000001446814,4.586267e-7,0.000001162449,0.0004410045,0.377573,0.6215628,0.000202792],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000198974,0.00003065465,0.0398531,0.8661652,0.0006367059,0.0006432394,0.0001709328,0.001511129,0.09079009],"genre_scores_gemma":[0.0001445718,0.000007463397,0.01264244,0.9599098,0.002379866,0.0001374883,0.000158373,0.00005014894,0.02456985],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3719802,"threshold_uncertainty_score":0.999919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2374134738383573,"score_gpt":0.4471518464309043,"score_spread":0.2097383725925471,"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."}}