{"id":"W3180903369","doi":"10.1111/opn.12406","title":"To whom health care aides report: Effect on nursing home resident outcomes","year":2021,"lang":"en","type":"article","venue":"International Journal of Older People Nursing","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of British Columbia Hospital; University of Alberta; Ottawa Hospital","funders":"","keywords":"Nursing; Minimum Data Set; Medicine; Health care; Primary nursing; Nursing Assistant; Family medicine; Nursing homes; Nurse education","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":[0.00300254,0.000377492,0.0003412126,0.0005069753,0.0004244141,0.0009879486,0.0007670877,0.0004344766,0.002129421],"category_scores_gemma":[0.01940592,0.0001487562,0.0005607629,0.0008579146,0.0005824554,0.0004747839,0.0009159467,0.0005907757,0.0002544454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008025205,"about_ca_system_score_gemma":0.001386148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05655736,"about_ca_topic_score_gemma":0.05514223,"domain_scores_codex":[0.9979692,0.0007794329,0.000168561,0.0003852161,0.0004239688,0.0002735201],"domain_scores_gemma":[0.9872686,0.003374133,0.006489092,0.0004828844,0.0009953681,0.001390069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001074377,0.00005042462,0.9957756,0.00002763181,0.0000949911,0.00002136011,0.0002674978,0.00005523509,0.00003955617,0.00001570457,0.0002042519,0.003340226],"study_design_scores_gemma":[0.000003396929,0.00008525186,0.9991832,0.00002237029,0.0000336535,0.00002958761,0.0003775248,0.0001095253,0.00002760237,0.0000187766,0.0001063611,0.000002736447],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979699,0.0004879615,0.00009701616,0.0002233114,0.00001374761,0.00001334814,0.0004390114,0.0000110695,0.0007444396],"genre_scores_gemma":[0.9992869,0.0001323794,0.0000780219,0.00004197682,0.000008189294,0.00000973647,0.0001917718,0.000002667714,0.0002482664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05655736,"threshold_uncertainty_score":0.1124563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02482664518294141,"score_gpt":0.4463675708030503,"score_spread":0.4215409256201089,"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."}}