{"id":"W2089162175","doi":"10.5770/cgj.16.89","title":"Geriatric Medicine Leadership of Health Care Transformation: To Be or Not To Be?","year":2013,"lang":"en","type":"article","venue":"Canadian Geriatrics Journal","topic":"Frailty in Older Adults","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Institute for Aging; University of Ottawa; University of Waterloo","funders":"Canadian Geriatrics Society","keywords":"Medicine; Health care; Nursing; Family medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.02765791,0.0008003771,0.001122398,0.001397252,0.01797276,0.01900613,0.002863088,0.01516623,0.01325038],"category_scores_gemma":[0.05695147,0.0005615946,0.0007705938,0.001111726,0.02889486,0.02363999,0.01517196,0.02650372,0.003557572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01389225,"about_ca_system_score_gemma":0.09288779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02396521,"about_ca_topic_score_gemma":0.05160329,"domain_scores_codex":[0.973322,0.01402804,0.0007438562,0.0013504,0.003847714,0.006707901],"domain_scores_gemma":[0.9083275,0.00913231,0.003713105,0.001685924,0.01133232,0.06580896],"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":[0.0001145081,0.0004718083,0.01137236,0.0005237387,0.0000714199,0.0009627437,0.03607114,0.0001708919,0.0004875205,0.1162779,0.7155354,0.1179407],"study_design_scores_gemma":[0.0001754859,0.0004050169,0.01002195,0.002955502,0.0000580689,0.001506271,0.1582001,0.0004491462,0.0003498725,0.1435034,0.6821471,0.0002280754],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001875638,0.001999243,0.0004023379,0.9870895,0.003655069,0.000009277087,0.000007113274,0.00002939201,0.004932475],"genre_scores_gemma":[0.3324086,0.01159281,0.004276028,0.6289865,0.01181478,0.0001630331,0.00007396767,0.0001382138,0.01054613],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02765791,"threshold_uncertainty_score":0.1462708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08616024475294314,"score_gpt":0.3095635136732514,"score_spread":0.2234032689203082,"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."}}