{"id":"W2915572818","doi":"10.56726/irjmets47223","title":"The Hospital Management System","year":2023,"lang":"en","type":"article","venue":"International Research Journal of Modernization in Engineering Technology and Science","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Medicine","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":[0.002994969,0.00003647004,0.00007102351,0.002175445,0.0001616839,0.0000801412,0.0005595081,0.00003076787,0.000001228955],"category_scores_gemma":[0.0005157093,0.00003206462,0.00001317389,0.001804175,0.0001820981,0.0002171039,0.0001660564,0.0001893135,0.00002501545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001490552,"about_ca_system_score_gemma":0.00001529754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002623611,"about_ca_topic_score_gemma":6.502286e-7,"domain_scores_codex":[0.9992368,0.0000038967,0.0002850211,0.0001142393,0.0001669528,0.0001930723],"domain_scores_gemma":[0.9995756,0.00004409241,0.00008975053,0.00009126557,0.0001784122,0.00002089024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003649636,0.000007820757,0.01744542,0.000009102873,0.000007732029,0.00002019319,0.00007863421,0.006878004,0.00001518206,0.9715774,0.00007892487,0.003877949],"study_design_scores_gemma":[0.0006715113,0.0001353477,0.2370746,0.0002281593,0.000001400368,0.0000343565,0.001295076,0.5451148,0.0001752847,0.1766496,0.03844349,0.0001763706],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8720635,0.001160739,0.1107445,0.008182846,0.002006981,0.0002251279,0.00000486148,0.00007092758,0.005540472],"genre_scores_gemma":[0.9979118,0.001367888,0.0005033897,0.000002603031,0.00002845811,0.000009216265,2.111906e-7,0.000003670468,0.0001728044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7949278,"threshold_uncertainty_score":0.1941127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02420232629457037,"score_gpt":0.2747842706316145,"score_spread":0.2505819443370442,"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."}}