{"id":"W4399094797","doi":"10.1007/978-3-031-57361-3_12","title":"Preclinical Models of Frailty","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Frailty in Older Adults","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Psychology; Computer science","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":[0.0004511437,0.000809992,0.0004564375,0.0006117984,0.0003517225,0.001229473,0.0009897292,0.001118169,0.02499458],"category_scores_gemma":[0.0002862962,0.0003290705,0.000451726,0.0002878961,0.0004693222,0.001060804,0.0005993313,0.00263846,0.00847621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008838995,"about_ca_system_score_gemma":0.0005879752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001579677,"about_ca_topic_score_gemma":0.004634623,"domain_scores_codex":[0.9999058,0.0000194373,0.000003223302,0.00001451631,0.00004333381,0.00001354882],"domain_scores_gemma":[0.9998808,0.00004068579,0.000008784934,0.00001384911,0.00002677451,0.00002897819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004049336,0.001090578,0.0003668013,0.001299184,0.00004830586,0.0006601205,0.0003277088,0.002480205,0.1226977,0.2037127,0.4230416,0.2438702],"study_design_scores_gemma":[0.00004690124,0.0003690518,0.0005385275,0.0003647294,0.00003682142,0.0006653704,0.00007198168,0.001044486,0.01668615,0.02842209,0.9517328,0.00002114351],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0185927,0.1381955,0.06211873,0.01496713,0.005170282,0.00036825,0.004493883,0.001535079,0.7545584],"genre_scores_gemma":[0.05647838,0.1150606,0.0259675,0.005521283,0.0008466936,0.0007905079,0.003172472,0.0002858285,0.7918768],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02499458,"threshold_uncertainty_score":0.08361518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1150659155323823,"score_gpt":0.3506687545185266,"score_spread":0.2356028389861443,"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."}}