{"id":"W3123279912","doi":"10.1097/ncm.0000000000000484","title":"Case Management on the Front Lines of COVID-19","year":2021,"lang":"en","type":"article","venue":"Professional Case Management","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Medicine; Psychosocial; Health care; Intervention (counseling); Case management; Asymptomatic; Pandemic; Acute care; Intensive care medicine; Disease; Nursing; Family medicine; Coronavirus disease 2019 (COVID-19); Medical emergency; Infectious disease (medical specialty); Psychiatry; Surgery; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001221665,0.0002482235,0.0003200878,0.000188284,0.001455438,0.00001352358,0.0002086799,0.0001219392,0.003818637],"category_scores_gemma":[0.0001363588,0.0001643069,0.0001611755,0.0003790021,0.00007400627,0.00004789556,0.0007011472,0.0004542144,0.0003335404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002891706,"about_ca_system_score_gemma":0.0002002164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002537786,"about_ca_topic_score_gemma":0.0002741039,"domain_scores_codex":[0.9968638,0.0009109149,0.0006742918,0.0004834162,0.0005681477,0.0004993887],"domain_scores_gemma":[0.9976421,0.0008554311,0.0002881277,0.0008010776,0.0001887938,0.0002244441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004514703,0.0007816337,0.0006055794,0.003760479,0.0004477378,0.1951235,0.007918959,0.00009807286,0.00001790598,0.09795612,0.6786956,0.014143],"study_design_scores_gemma":[0.003728618,0.0001769816,0.001486978,0.001094301,0.0006219135,0.003946286,0.3043183,0.0002017645,0.00015065,0.008566274,0.6750906,0.0006173206],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7171822,0.001905635,0.002151611,0.08611261,0.01363945,0.006585155,0.0002774943,0.0003557765,0.17179],"genre_scores_gemma":[0.8941666,0.0002199421,0.001603962,0.007847656,0.0004146898,0.0007634568,0.00008207215,0.00004393752,0.09485772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2963994,"threshold_uncertainty_score":0.9998446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09591312301144841,"score_gpt":0.4308075789327297,"score_spread":0.3348944559212813,"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."}}