{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001390231,0.00136255,0.001501699,0.0007944824,0.0005357494,0.001629159,0.002709447,0.001859356,0.005718316],"category_scores_gemma":[0.003483921,0.0008592358,0.001264777,0.001403885,0.0009488892,0.001820495,0.001041816,0.002024485,0.0007573128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001662175,"about_ca_system_score_gemma":0.001100834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01045401,"about_ca_topic_score_gemma":0.007570804,"domain_scores_codex":[0.9989898,0.0004139216,0.00004999549,0.000154151,0.0002661428,0.0001259791],"domain_scores_gemma":[0.9987106,0.0007528234,0.0002617044,0.00004857597,0.000154025,0.00007228059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001677645,0.00001001444,0.000108849,0.00005343304,0.00002186858,0.00005170553,0.00002642134,0.9447946,0.0001716621,0.05042889,0.000634393,0.00368139],"study_design_scores_gemma":[0.000008931054,0.00001979518,0.00008179461,0.00001267878,0.00001129038,0.00002442426,0.00001253413,0.9665735,0.00006792182,0.03144713,0.001728921,0.0000112133],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007239554,0.001673889,0.9835931,0.0006595579,0.0001783674,0.00004132041,0.0003062739,0.0001025671,0.006205383],"genre_scores_gemma":[0.8102285,0.008189702,0.1565605,0.0004942646,0.0007099835,0.000643664,0.0009353429,0.0001097012,0.0221284],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01045401,"threshold_uncertainty_score":0.02078629,"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."}}