{"id":"W2771766594","doi":"10.1371/journal.pone.0188663","title":"Screening tools to identify patients with complex health needs at risk of high use of health care services: A scoping review","year":2017,"lang":"en","type":"review","venue":"PLoS ONE","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean; Université du Québec à Chicoutimi; Centre Hospitalier Universitaire de Sherbrooke; Université de Sherbrooke","funders":"Canadian Institutes of Health Research","keywords":"CINAHL; Psychosocial; Medicine; Health care; Psychological intervention; MEDLINE; Scopus; Needs assessment; Family medicine; Gerontology; Nursing; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005146204,0.0005376375,0.005884634,0.0004036667,0.0002167491,0.00006516038,0.0004613986,0.00008991771,0.00013598],"category_scores_gemma":[0.000168395,0.0004311969,0.0003444825,0.0004729502,0.00008489106,0.0002411522,0.0005045593,0.0002750191,0.00002135295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006087552,"about_ca_system_score_gemma":0.001308133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002387898,"about_ca_topic_score_gemma":0.0004702275,"domain_scores_codex":[0.9954719,0.0003941273,0.001852319,0.0005582829,0.001214828,0.0005085333],"domain_scores_gemma":[0.9931574,0.0001515753,0.004126463,0.00179293,0.0004244501,0.000347131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00004363626,0.0004290207,0.001188711,0.786405,0.001379406,0.000002538782,0.0001578791,9.543795e-7,2.035324e-8,0.00001032667,0.000333246,0.2100493],"study_design_scores_gemma":[0.001109278,0.0007536487,0.005103603,0.9583452,0.005835653,6.925674e-7,0.00007619253,8.973049e-7,1.701619e-7,5.52079e-7,0.0284898,0.0002842965],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008131437,0.9856018,0.00002754437,0.0001952158,0.00003211412,0.01186402,0.001295316,0.0000568907,0.0001139552],"genre_scores_gemma":[0.0001936533,0.9913267,0.002923801,0.0007053082,0.00005970113,0.0002139751,0.00438958,0.0001019229,0.00008529303],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.209765,"threshold_uncertainty_score":0.999814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4033991473201473,"score_gpt":0.4431325078852107,"score_spread":0.03973336056506344,"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."}}