{"id":"W7125216311","doi":"10.1080/30653495.2025.2583907","title":"Toward responsible longevity medicine: Swiss framework for healthy longevity medicine clinics","year":2025,"lang":"en","type":"article","venue":"Longevity","topic":"Genetics, Aging, and Longevity in Model Organisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stornoway Diamond (Canada)","funders":"Universität St. Gallen","keywords":"Longevity; Disease; Life expectancy; MEDLINE; Public health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1722466,0.001664418,0.0013055,0.006715578,0.004268936,0.01777238,0.003134361,0.01172658,0.008791757],"category_scores_gemma":[0.1390352,0.0008032867,0.002453922,0.004084903,0.01787786,0.0137243,0.01758756,0.01165861,0.002594278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01417209,"about_ca_system_score_gemma":0.08933262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007778575,"about_ca_topic_score_gemma":0.00726469,"domain_scores_codex":[0.8613368,0.1052895,0.01010065,0.004339991,0.01484508,0.00408795],"domain_scores_gemma":[0.816751,0.1102464,0.01349994,0.01242513,0.03259959,0.01447784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001472694,0.000130355,0.002336032,0.004402194,0.0001856538,0.0004280134,0.003532381,0.003573936,0.0006640173,0.7382392,0.1100655,0.1362954],"study_design_scores_gemma":[0.0002187767,0.0003476752,0.003591287,0.01530498,0.0001701492,0.0004666859,0.002411398,0.003392482,0.0008460993,0.5758373,0.3972379,0.0001752502],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002378022,0.03332196,0.08251701,0.8536353,0.004331585,0.0008491398,0.000528824,0.0006012397,0.02183697],"genre_scores_gemma":[0.3517535,0.04943998,0.3506483,0.2159921,0.01097012,0.005727645,0.001992385,0.000532065,0.01294382],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1722466,"threshold_uncertainty_score":0.9109379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03984514034603881,"score_gpt":0.3620790195192573,"score_spread":0.3222338791732185,"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."}}