{"id":"W2324802238","doi":"10.1097/mlr.0000000000000407","title":"Can Composite Measures Provide a Different Perspective on Provider Performance Than Individual Measures?","year":2015,"lang":"en","type":"article","venue":"Medical Care","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Quest University Canada","funders":"","keywords":"Perspective (graphical); Categorization; Psychology; Composite indicator; Medicine; Computer science; Econometrics; Mathematics","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":[0.03631053,0.0008156065,0.001432078,0.009318887,0.0006496722,0.00418997,0.001608657,0.001292282,0.003453534],"category_scores_gemma":[0.1374215,0.0003668523,0.001831357,0.008847928,0.002667193,0.006605715,0.002284851,0.002655395,0.0006478562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001841468,"about_ca_system_score_gemma":0.00197034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00574918,"about_ca_topic_score_gemma":0.007976614,"domain_scores_codex":[0.9733064,0.01735866,0.002097293,0.001448618,0.004940439,0.0008484985],"domain_scores_gemma":[0.8423295,0.1023582,0.02777944,0.009605325,0.01314631,0.00478128],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004925441,0.0001420905,0.8843794,0.0007423547,0.001252582,0.0000989257,0.003182258,0.001093145,0.0001729537,0.01070777,0.009791437,0.08794434],"study_design_scores_gemma":[0.00008933049,0.0007342875,0.9251719,0.001747156,0.0005851014,0.0006066421,0.007278084,0.006007338,0.0004954497,0.039361,0.01770087,0.0002229187],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7541492,0.03076505,0.1095153,0.05375658,0.003802098,0.0004351648,0.009019546,0.0005463923,0.03801072],"genre_scores_gemma":[0.9627793,0.003534888,0.02759305,0.002939293,0.0008347557,0.000318217,0.001501795,0.00007532404,0.0004232872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9636894,"threshold_uncertainty_score":0.1920308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08583825358552072,"score_gpt":0.375984935548389,"score_spread":0.2901466819628683,"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."}}