{"id":"W2133987575","doi":"10.5539/gjhs.v7n3p82","title":"Predictors of Inappropriate Hospital Stay: Experience From Iran","year":2014,"lang":"en","type":"article","venue":"Global Journal of Health Science","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Semnan University","keywords":"Medicine; Hospital care; Emergency medicine; Health care; Medical emergency","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":[0.0009259979,0.0002283653,0.0003281207,0.0005201483,0.0006413097,0.0003992192,0.0003285699,0.0002903714,0.0007758134],"category_scores_gemma":[0.003162344,0.0001534752,0.0003233603,0.0008418209,0.0004168766,0.0003389117,0.0005286338,0.0004980597,0.00007466608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007825788,"about_ca_system_score_gemma":0.001325911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008281786,"about_ca_topic_score_gemma":0.01201704,"domain_scores_codex":[0.9992015,0.0002856922,0.00009564316,0.00006441276,0.000193003,0.0001598758],"domain_scores_gemma":[0.998259,0.0003522252,0.0006917913,0.0000650446,0.0003269586,0.0003049377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006039114,0.0001373169,0.9866433,0.00006075871,0.00002269086,0.000868583,0.002912841,0.00005747327,0.0001726084,0.00004641136,0.0007285506,0.008289109],"study_design_scores_gemma":[0.00001393039,0.0003374359,0.982823,0.00005842401,0.00002718176,0.003050806,0.01193557,0.0002255474,0.0001663693,0.00006773155,0.001277619,0.00001640496],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989943,0.0003549548,0.00005417056,0.0001922267,0.000007422389,0.00001173289,0.00005115157,0.000001699198,0.0003323825],"genre_scores_gemma":[0.9991775,0.0004661339,0.0001027942,0.00009459335,0.00001567868,0.00001042823,0.00007510116,0.000001533934,0.0000560493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008281786,"threshold_uncertainty_score":0.01646715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01841630936984016,"score_gpt":0.3277916940195675,"score_spread":0.3093753846497273,"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."}}