{"id":"W2781169075","doi":"10.14740/jocmr3203w","title":"Frailty Testing Pilot Study: Pros and Pitfalls","year":2017,"lang":"en","type":"article","venue":"Journal of Clinical Medicine Research","topic":"Frailty in Older Adults","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Kidney transplant; Grip strength; Internal medicine; Sarcopenia; Stressor; Physical therapy; Transplantation; Kidney transplantation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01541645,0.0008121804,0.0008714694,0.0006014523,0.0006411102,0.0008949169,0.0008685287,0.0007535797,0.002561743],"category_scores_gemma":[0.01446945,0.0002283333,0.0009033379,0.0005796228,0.000710362,0.001029708,0.001500066,0.0008371665,0.0007962552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004677126,"about_ca_system_score_gemma":0.001775623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009115573,"about_ca_topic_score_gemma":0.002159715,"domain_scores_codex":[0.995771,0.002733761,0.0003053423,0.0002949409,0.0006674278,0.0002274929],"domain_scores_gemma":[0.9875114,0.005228403,0.00163029,0.001372578,0.002365728,0.001891563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0391354,0.009209494,0.7749776,0.000764182,0.0007484778,0.003159477,0.002061651,0.0005133362,0.003415973,0.000898441,0.006855494,0.1582604],"study_design_scores_gemma":[0.01141771,0.15173,0.7964346,0.001005046,0.0009720117,0.006472207,0.001952221,0.003843443,0.003399715,0.002164129,0.02046097,0.0001480679],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808177,0.001921225,0.003354455,0.002226279,0.0003060908,0.004070654,0.001156218,0.0001176563,0.00602985],"genre_scores_gemma":[0.9866746,0.0006499928,0.0051843,0.001308451,0.0002568795,0.003956618,0.0008826889,0.00002591772,0.001060442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01541645,"threshold_uncertainty_score":0.08153099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7196340620970719,"score_gpt":0.6334714597391109,"score_spread":0.08616260235796103,"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."}}