{"id":"W2732021897","doi":"10.1093/geroni/igx004.3306","title":"OPPORTUNITIES AND CHALLENGES IN IMPLEMENTATION","year":2017,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Suite; Identification (biology); Process management; Presentation (obstetrics); Redundancy (engineering); Nursing; Medicine; Risk analysis (engineering); Computer science; Business; Political 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2081983,0.001422785,0.001563856,0.002104991,0.009427023,0.02290719,0.008359742,0.01744181,0.02242619],"category_scores_gemma":[0.283898,0.001059345,0.002402085,0.001869196,0.01797604,0.02665959,0.02147265,0.02150458,0.00438468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01013761,"about_ca_system_score_gemma":0.0978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00582706,"about_ca_topic_score_gemma":0.006666733,"domain_scores_codex":[0.7879075,0.1289391,0.01452559,0.009313899,0.03535282,0.02396104],"domain_scores_gemma":[0.6370474,0.1847069,0.01404984,0.02307425,0.06956584,0.07155585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003893158,0.001810368,0.01340048,0.005916705,0.0002107639,0.002234194,0.02434206,0.003397241,0.001312225,0.3042463,0.196107,0.4466332],"study_design_scores_gemma":[0.0002870448,0.001713693,0.009443817,0.01453839,0.0001129155,0.002146432,0.08115116,0.005727556,0.001152708,0.2803163,0.6030413,0.0003687201],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01086516,0.00671691,0.02125269,0.9297242,0.005711522,0.0008836948,0.0001170009,0.0003436356,0.02438512],"genre_scores_gemma":[0.5313568,0.02072335,0.1516,0.2581903,0.009440892,0.007303542,0.0005032029,0.0004236674,0.02045829],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2081983,"threshold_uncertainty_score":0.9764324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.252350386111923,"score_gpt":0.3998643806451483,"score_spread":0.1475139945332253,"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."}}