{"id":"W4226070900","doi":"10.1370/afm.20.s1.2985","title":"The role of NPs in preventing readmissions and emergency department visits among individuals with complex needs","year":2022,"lang":"en","type":"article","venue":"","topic":"Nursing Roles and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emergency department; Context (archaeology); Medicine; Health care; Medical emergency; Intervention (counseling); Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00444238,0.0001588831,0.000233167,0.0003923805,0.003829059,0.001559346,0.00093722,0.001033894,0.00184991],"category_scores_gemma":[0.01461737,0.0001596246,0.0003929681,0.0003150354,0.002144898,0.001635182,0.002385841,0.001526185,0.00009896693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00507044,"about_ca_system_score_gemma":0.03039137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07669251,"about_ca_topic_score_gemma":0.2083635,"domain_scores_codex":[0.996136,0.002509021,0.0001634902,0.0001339348,0.0004081602,0.0006493813],"domain_scores_gemma":[0.9915194,0.004310803,0.001132508,0.0001610968,0.0008019825,0.002074261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002390406,0.000821827,0.2747892,0.004971814,0.0001491829,0.002190318,0.4845524,0.000495873,0.001473815,0.009288475,0.02425354,0.1967746],"study_design_scores_gemma":[0.00007195144,0.0005553246,0.2740617,0.004528742,0.0001434147,0.001365138,0.6716918,0.000538495,0.0006164309,0.003747521,0.04259426,0.00008519115],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8748224,0.004815307,0.001252517,0.09034611,0.0002242774,0.0003363361,0.0001475514,0.00002917321,0.02802628],"genre_scores_gemma":[0.9913095,0.002026915,0.001902379,0.003885892,0.00004268527,0.0001312794,0.00002648441,0.000003923341,0.0006709412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07669251,"threshold_uncertainty_score":0.1524922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03782279934633976,"score_gpt":0.386162595951129,"score_spread":0.3483397966047893,"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."}}