{"id":"W4404859202","doi":"10.3390/healthcare12232395","title":"Characterizing Managerial Decision Making in Public Hospitals: A Case Study from Romania","year":2024,"lang":"en","type":"article","venue":"Healthcare","topic":"Economic and Business Studies","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centennial College; Sheridan College","funders":"","keywords":"Ethical decision; Legislature; Health care; Public relations; Business; Management science; Knowledge management; Psychology; Political science; Computer science; Economics; Social psychology","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":[0.0004639936,0.000172981,0.0004552492,0.0004098468,0.0001542402,0.0003123762,0.000142429,0.00008831147,0.00018827],"category_scores_gemma":[0.00006759802,0.0001947024,0.00006938607,0.0003376185,0.00001971144,0.0004468732,0.0001600421,0.0002028565,0.0004315001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002693041,"about_ca_system_score_gemma":0.0000289885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005303307,"about_ca_topic_score_gemma":0.006105897,"domain_scores_codex":[0.9982318,0.00002253169,0.000736189,0.0006329702,0.0000290225,0.00034747],"domain_scores_gemma":[0.9993821,0.0001207692,0.0001343265,0.0002869727,0.00001919272,0.0000565744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002537597,0.0001293755,0.904943,0.0001723497,0.00008401718,0.005186108,0.008396742,0.000001849506,0.000001378259,0.03071275,0.0002410102,0.05010604],"study_design_scores_gemma":[0.001097052,0.0002006861,0.9140555,0.0005632213,0.00001180155,0.0001964488,0.01731374,0.003014489,7.316735e-7,0.03974463,0.02305561,0.00074607],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984292,0.009284157,0.0001965688,0.002417198,0.002009077,0.0004015537,0.0001684076,0.00009333448,0.001137678],"genre_scores_gemma":[0.9985918,0.0002867148,0.000259168,0.0002900453,0.0004075867,0.00007835917,0.00001448773,0.00003571942,0.0000361519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04935997,"threshold_uncertainty_score":0.8017048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07804407287699518,"score_gpt":0.2976033344691417,"score_spread":0.2195592615921466,"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."}}