{"id":"W7083633227","doi":"10.5281/zenodo.17219043","title":"\"Cardiologist-Endorsed Lifestyle Strategies for Longevity: A Comprehensive Systematic Review of Evidence-Based Interventions\"","year":2025,"lang":"en","type":"preprint","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mediterranean diet; Disease; Observational study; Longevity; Psychological intervention; Cohort; Weight loss; Multidisciplinary approach; Cardiovascular health","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001351601,0.0002234099,0.0005851137,0.0001731995,0.0006640761,0.0003140532,0.0009807022,0.000127546,0.004057259],"category_scores_gemma":[0.002673257,0.0001994956,0.0004212411,0.0004002553,0.0002881131,0.0002257976,0.001631786,0.0003169757,0.0007883841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000337399,"about_ca_system_score_gemma":0.00001519627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005603346,"about_ca_topic_score_gemma":0.000001620174,"domain_scores_codex":[0.9970372,0.001046563,0.0007228412,0.0005405794,0.0004168324,0.0002359684],"domain_scores_gemma":[0.9979655,0.0001643411,0.0005554627,0.0007193654,0.0004997256,0.00009559766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001044531,0.0002442991,0.000007101835,0.9044653,0.000265267,0.000005457094,0.000355431,0.003721632,0.001464727,0.001043483,0.07641844,0.01190444],"study_design_scores_gemma":[0.001583928,0.001360071,0.0009795256,0.6902693,0.001673646,0.00006147339,0.001459883,0.0062325,0.001881206,0.001953633,0.291324,0.00122086],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01282982,0.08126604,0.627607,0.01037534,0.003504606,0.05585918,0.007738827,0.005887419,0.1949317],"genre_scores_gemma":[0.9260511,0.03616744,0.007628985,0.004301603,0.0003865795,0.00003800831,0.01228724,0.002848053,0.01029095],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9132213,"threshold_uncertainty_score":0.9999896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1491214909016477,"score_gpt":0.3298737177333136,"score_spread":0.1807522268316659,"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."}}