{"id":"W4210432231","doi":"10.1002/agm2.12193","title":"The intervention on aging system: A classification model, the requirement for five novel categories","year":2022,"lang":"en","type":"review","venue":"Aging Medicine","topic":"Genetics, Aging, and Longevity in Model Organisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Aging","funders":"","keywords":"Longevity; Reprogramming; Population ageing; Life expectancy; Epigenetics; Epigenome; Biology; Bioinformatics; Population; Risk analysis (engineering); Medicine; Genetics; Gene; Environmental 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":[0.003632592,0.001691316,0.002876869,0.003332261,0.0006032053,0.002710673,0.002448082,0.003086964,0.003684683],"category_scores_gemma":[0.003302403,0.0003920743,0.001238024,0.002121817,0.003126881,0.006592282,0.002089868,0.009391871,0.002474179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002798664,"about_ca_system_score_gemma":0.003387476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001665053,"about_ca_topic_score_gemma":0.001947214,"domain_scores_codex":[0.9989128,0.0003126457,0.0001700874,0.0002031836,0.0003121597,0.00008925378],"domain_scores_gemma":[0.9980696,0.001072038,0.0001202508,0.00009023825,0.0004662849,0.0001815953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001548644,0.0001131099,0.0002773801,0.01390933,0.0001183982,0.0002298904,0.0002152073,0.0004923498,0.0007534177,0.08534168,0.1129725,0.785422],"study_design_scores_gemma":[0.0000329631,0.0001378159,0.0004123248,0.007543233,0.00009161633,0.0007901001,0.0001203138,0.0002706461,0.0001448891,0.04254273,0.9478816,0.00003166354],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001084225,0.9807479,0.001470746,0.01117511,0.003913393,0.0000257544,0.00004729443,0.00003444594,0.002476924],"genre_scores_gemma":[0.001415051,0.984845,0.001912935,0.006943071,0.002809214,0.00007171495,0.0001007667,0.00001369801,0.001888474],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003684683,"threshold_uncertainty_score":0.02030581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1086677700471787,"score_gpt":0.3582583470853435,"score_spread":0.2495905770381648,"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."}}