{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006716661,0.0002940546,0.000451548,0.0001506454,0.0005425778,0.00002660652,0.0004020265,0.0003713535,0.0001267751],"category_scores_gemma":[0.00105817,0.0002055715,0.0001118313,0.0002195981,0.0001429721,0.00006877822,0.0001570661,0.00126781,0.000118655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001204316,"about_ca_system_score_gemma":0.001576426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00197867,"about_ca_topic_score_gemma":0.004341994,"domain_scores_codex":[0.9954034,0.0006525083,0.0004083713,0.0004646216,0.002368662,0.0007024457],"domain_scores_gemma":[0.9975649,0.0002297527,0.0001458221,0.0003862111,0.0008206512,0.0008526967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00142184,0.0004139302,0.3327759,0.0007291998,0.0002211707,0.0001046051,0.4655037,0.00000953955,0.00004171563,0.0009396412,0.1128517,0.084987],"study_design_scores_gemma":[0.008733049,0.002861904,0.5101623,0.00226673,0.0003578522,0.00002723797,0.402383,0.00008402421,0.0005965939,0.0006931692,0.07067028,0.001163864],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679448,0.001710643,0.00003205216,0.01511074,0.002291735,0.001131556,0.0000673797,0.0002457066,0.01146537],"genre_scores_gemma":[0.9966105,0.00003049268,0.00002996082,0.001293041,0.001123521,0.00020427,0.00008353909,0.00004060916,0.0005840292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1773864,"threshold_uncertainty_score":0.8382962,"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."}}