{"id":"W2144836071","doi":"10.5539/gjhs.v2n2p232","title":"Uncertain Models for Bed Allocation","year":2010,"lang":"en","type":"article","venue":"Global Journal of Health Science","topic":"Fuzzy Systems and Optimization","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Mathematical optimization; Operations research; Engineering; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002965346,0.00005594478,0.0001608122,0.00005830048,0.0002134328,0.00005094203,0.0002884411,0.00003184191,0.000003023521],"category_scores_gemma":[0.0003493727,0.00004261691,0.00004201143,0.0003198164,0.00008387738,0.0004244846,0.00001559017,0.00008343944,6.897169e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001444936,"about_ca_system_score_gemma":0.001037847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003387116,"about_ca_topic_score_gemma":0.00003447472,"domain_scores_codex":[0.9987446,0.00001615208,0.0004972282,0.0000974586,0.0004211311,0.0002234221],"domain_scores_gemma":[0.9984695,0.00004374253,0.0005815497,0.0001246348,0.0006375665,0.0001430641],"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":[0.00007484601,0.0002215275,0.001863442,0.0003648024,0.00001274496,0.000002357985,0.0006367874,0.01690626,0.002503024,0.9336062,0.01330986,0.03049811],"study_design_scores_gemma":[0.001281676,0.0005432274,0.001383673,0.000218638,0.00001602548,0.0005001868,0.0004406752,0.2227958,0.0005264635,0.7708048,0.001281754,0.0002071393],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4386688,0.0001937639,0.5514039,0.005186975,0.002698418,0.0006438971,0.00002021946,0.00002482105,0.00115926],"genre_scores_gemma":[0.8461999,0.000008844207,0.1535058,0.0001589216,0.0001081837,0.000002074163,4.07305e-7,0.000002908225,0.00001296608],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4075311,"threshold_uncertainty_score":0.1841097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06764295793913772,"score_gpt":0.3876163950344386,"score_spread":0.3199734370953008,"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."}}