{"id":"W2963760270","doi":"10.1016/j.exger.2017.08.027","title":"Unifying aging and frailty through complex dynamical networks","year":2017,"lang":"en","type":"review","venue":"Experimental Gerontology","topic":"Frailty in Older Adults","field":"Medicine","cited_by":95,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Frailty Index; Node (physics); Computer science; Exploit; Complex network; Computer security; Gerontology; Medicine; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005655387,0.00102676,0.001228369,0.001128935,0.0001435923,0.0008772798,0.0005305707,0.0009816792,0.001682493],"category_scores_gemma":[0.001661055,0.0002377182,0.0005586836,0.001013885,0.0005066158,0.001289608,0.0008281411,0.001018489,0.0003331206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006016659,"about_ca_system_score_gemma":0.001392231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001989873,"about_ca_topic_score_gemma":0.00317553,"domain_scores_codex":[0.9998693,0.00003158674,0.00001771247,0.00003518712,0.00003490487,0.00001114187],"domain_scores_gemma":[0.9995571,0.0002900656,0.00006161146,0.00001383122,0.00005679839,0.0000206008],"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":[0.00008524145,0.00007621403,0.001238685,0.02506458,0.0005568405,0.0001373037,0.0001327646,0.002254303,0.0009057483,0.01496668,0.01465311,0.9399285],"study_design_scores_gemma":[0.0001147244,0.000296277,0.01174211,0.02975024,0.002464704,0.001871588,0.0004094976,0.005725821,0.001554655,0.07725205,0.8686274,0.0001908883],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004357079,0.9973288,0.0009477106,0.0004830388,0.0001878825,0.000004783991,0.00002410333,0.000007899852,0.0005802276],"genre_scores_gemma":[0.003931396,0.9945765,0.0006949618,0.0001948724,0.0002712588,0.00001044705,0.00003827579,0.000001638008,0.0002807415],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001989873,"threshold_uncertainty_score":0.005628467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3020006889765896,"score_gpt":0.4753193435309268,"score_spread":0.1733186545543371,"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."}}