{"id":"W2791645909","doi":"10.1001/jamasurg.2018.0213","title":"From Preoperative Assessment to Preoperative Optimization of Frailty","year":2018,"lang":"en","type":"letter","venue":"JAMA Surgery","topic":"Frailty in Older Adults","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Stressor; Vulnerability (computing); Frailty syndrome; Frailty Index; Intensive care medicine; Preoperative care; MEDLINE; Emergency medicine; Gerontology; Surgery; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003743019,0.0005700705,0.001489742,0.0004327993,0.00007518069,0.00009437309,0.0002315582,0.001154671,0.003756377],"category_scores_gemma":[0.001256497,0.0004989115,0.0003466959,0.0004219514,0.0001781301,0.0002745943,0.0001685434,0.001470442,0.0001770968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003754698,"about_ca_system_score_gemma":0.0009516157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000560279,"about_ca_topic_score_gemma":0.00001663282,"domain_scores_codex":[0.9962055,0.0003817944,0.0009770833,0.0009069171,0.00104208,0.0004866254],"domain_scores_gemma":[0.9955364,0.001590545,0.000439117,0.001058401,0.001193124,0.0001823843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001175249,0.0001182034,0.006287786,0.0002380426,0.0005038359,0.0002269221,0.001459495,0.000432322,0.0001164741,0.000001258864,0.989704,0.0007941154],"study_design_scores_gemma":[0.002517774,0.001250411,0.06338313,0.008244989,0.001102599,0.00006185155,0.0004541932,0.005102631,0.01192704,0.00008097129,0.903901,0.001973354],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04419593,0.0001703937,0.01574493,0.9217663,0.003197691,0.003047011,0.00202294,0.000221232,0.009633591],"genre_scores_gemma":[0.02368267,0.0001090199,0.06288779,0.8507693,0.02380174,0.000614404,0.01358313,0.0003401154,0.02421186],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08580296,"threshold_uncertainty_score":0.9997463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03897018334278361,"score_gpt":0.3135916464729745,"score_spread":0.2746214631301909,"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."}}