{"id":"W3188551253","doi":"10.2139/ssrn.3785715","title":"Ranking Invariant Efficiency Measures of Healthcare Units","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Efficiency Analysis Using DEA","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Health care; Ranking (information retrieval); Invariant (physics); Statistics; Actuarial science; Econometrics; Computer science; Mathematics; Business; Artificial intelligence; Political science; Law","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01997943,0.0001899839,0.0005361671,0.0005788786,0.0005145445,0.0002245043,0.001188307,0.0001092892,0.000114805],"category_scores_gemma":[0.009155285,0.0001446555,0.0002740757,0.004793978,0.000135494,0.0002666739,0.0001335559,0.001709954,0.00005666587],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005124313,"about_ca_system_score_gemma":0.01209229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000169947,"about_ca_topic_score_gemma":0.003204101,"domain_scores_codex":[0.9920378,0.001181195,0.001290245,0.0005001644,0.002903036,0.00208758],"domain_scores_gemma":[0.9947423,0.0008188616,0.0007564194,0.0006870358,0.002845434,0.0001499346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001088378,0.0004672771,0.01733132,0.00001494947,0.0003861107,0.0001270373,0.003155046,0.009174393,0.01405733,0.7839376,0.0003704773,0.1708697],"study_design_scores_gemma":[0.001490112,0.0005496914,0.003079689,0.0001629142,0.0001734634,0.002525653,0.01761013,0.003850942,0.007873663,0.9561805,0.005923302,0.0005799462],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7190496,0.03065329,0.2354015,0.01084731,0.0008611684,0.0001515147,0.000008164819,0.0000477964,0.002979695],"genre_scores_gemma":[0.9973425,0.001019686,0.0002200736,0.0002146,0.0001366659,9.368133e-7,0.000001751302,0.0000162133,0.001047521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.278293,"threshold_uncertainty_score":0.999191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09032429983971192,"score_gpt":0.354330232152036,"score_spread":0.2640059323123241,"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."}}