{"id":"W1762793026","doi":"10.1300/j010v33n02_01","title":"Predicting Length of Stay in an Acute Care Hospital","year":2001,"lang":"en","type":"article","venue":"Social Work in Health Care","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University; Montreal General Hospital","funders":"","keywords":"Psychosocial; Medicine; Demographics; Proxy (statistics); Acute care; Medical care; Emergency medicine; Psychiatry; Health care; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000774009,0.000261918,0.0002314149,0.001003936,0.000627781,0.000863749,0.0004716813,0.0004865171,0.002354169],"category_scores_gemma":[0.009490257,0.0001718037,0.0003560474,0.0006534758,0.0004018582,0.0005062005,0.0007547159,0.0009434978,0.0003332759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001390159,"about_ca_system_score_gemma":0.001395051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03845356,"about_ca_topic_score_gemma":0.06216379,"domain_scores_codex":[0.9990565,0.000260857,0.0001174487,0.00005923515,0.0002628358,0.0002431251],"domain_scores_gemma":[0.992467,0.001313064,0.002389779,0.0001127455,0.001055207,0.00266218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002321769,0.00002809475,0.9989917,0.000002715185,0.00001159366,0.00001490734,0.00003918805,0.00003901094,0.00002936094,0.000004516929,0.00008832715,0.000727299],"study_design_scores_gemma":[0.000002391579,0.00007553213,0.9990345,0.000006592677,0.000005576615,0.00005832314,0.00037409,0.0003217862,0.00002310268,0.00001268491,0.00008180767,0.000003654953],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990847,0.0001254385,0.00007163741,0.0001528148,0.000008958224,0.000008541081,0.0001406052,0.000005263277,0.0004021402],"genre_scores_gemma":[0.9994659,0.00005792545,0.0001047689,0.00003037007,0.00001035256,0.000004169809,0.0001889878,0.000001510104,0.0001359085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03845356,"threshold_uncertainty_score":0.07645947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02590165203971575,"score_gpt":0.411991825909283,"score_spread":0.3860901738695673,"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."}}