{"id":"W3009587935","doi":"10.1186/s12877-020-1467-6","title":"Developing evidence-based guidance for assessment of suspected infections in care home residents","year":2020,"lang":"en","type":"review","venue":"BMC Geriatrics","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Department of Health and Social Care; Health Services and Delivery Research Programme; Economic and Social Research Council; Public Health Agency; National Institute for Health and Care Research","keywords":"Medicine; Focus group; Inclusion (mineral); Evidence-based practice; Nominal group technique; Family medicine; MEDLINE; Nursing; Alternative medicine; Pathology; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009097723,0.0005115693,0.002430171,0.0009393605,0.0003747346,0.00002618972,0.000508599,0.0007612054,0.00004907131],"category_scores_gemma":[0.002218506,0.000483605,0.000640773,0.002905278,0.00003638983,0.000123473,0.0001801111,0.0008576345,0.00002483814],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002672628,"about_ca_system_score_gemma":0.01591187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007906121,"about_ca_topic_score_gemma":0.001025041,"domain_scores_codex":[0.9947942,0.001176287,0.002191451,0.0007111883,0.0004568779,0.0006699418],"domain_scores_gemma":[0.9922258,0.004582134,0.001642061,0.0006037888,0.000805161,0.0001410837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001398691,0.0002092991,0.04999021,0.6900464,0.0001894326,0.00002607835,0.00249001,0.00005099859,0.000001727931,0.00257355,0.0167856,0.2374968],"study_design_scores_gemma":[0.001597959,0.0002873043,0.01381889,0.07595593,0.001124693,0.000002407737,0.001167047,0.00003022901,8.217428e-7,0.0001919172,0.9049441,0.0008786787],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007537498,0.9815469,0.009901534,0.0001415317,0.003212865,0.004601062,0.0002413034,0.0001272493,0.0001521828],"genre_scores_gemma":[0.0002722799,0.9752151,0.02161935,0.00003635772,0.0007974367,0.001496812,0.0003522804,0.000110244,0.000100142],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8881585,"threshold_uncertainty_score":0.9997616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2587135750349246,"score_gpt":0.5084291738643643,"score_spread":0.2497155988294396,"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."}}