{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002324745,0.0008661019,0.00109114,0.0006528386,0.003735756,0.003785855,0.001587756,0.02620529,0.01759503],"category_scores_gemma":[0.02317956,0.0006005149,0.001004499,0.0005202152,0.001571442,0.003085394,0.0013108,0.02935466,0.01967187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002917293,"about_ca_system_score_gemma":0.004703091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005008236,"about_ca_topic_score_gemma":0.007871067,"domain_scores_codex":[0.9981394,0.0004138683,0.0002067283,0.0003739137,0.0005528624,0.0003133593],"domain_scores_gemma":[0.9957315,0.001524808,0.0002267717,0.0001554644,0.001394106,0.0009673576],"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":[0.00001808028,0.000009217559,0.0001086569,0.00001545521,0.000003232716,0.0003996217,0.00003999597,0.00001232496,0.00003366707,0.0005734395,0.9966736,0.00211256],"study_design_scores_gemma":[0.00002897083,0.00002294294,0.0005183079,0.0001300642,0.000009821238,0.001167625,0.0002952416,0.0001224063,0.0001226479,0.002461939,0.9950917,0.00002841484],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0002276093,0.001177475,0.00007777576,0.9353078,0.05842289,0.00002118349,0.0001172329,0.00005206536,0.004595957],"genre_scores_gemma":[0.001825058,0.0006100344,0.0001198859,0.9553135,0.02129974,0.00004228179,0.00004017241,0.00002999269,0.02071933],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9824049,"threshold_uncertainty_score":0,"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."}}