{"id":"W4200472073","doi":"10.1093/geroni/igab046.1442","title":"Factors Influencing Resident Responsive Behaviors Toward Staff in Nursing Homes: A Systematic Review","year":2021,"lang":"en","type":"review","venue":"Innovation in Aging","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta; Dalhousie University","funders":"","keywords":"Staffing; Nursing; Qualitative research; Qualitative property; Psychology; Coding (social sciences); Interpersonal communication; Data extraction; Medicine; MEDLINE; Social psychology; Computer science; Sociology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003548894,0.0005941478,0.004272743,0.003150109,0.0002378791,0.00005050359,0.0003651305,0.0005466195,0.0001124043],"category_scores_gemma":[0.003704082,0.0005078263,0.000274691,0.008432667,0.00004092028,0.000240434,0.0001212908,0.002008295,0.00003625062],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003844708,"about_ca_system_score_gemma":0.002299063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003392198,"about_ca_topic_score_gemma":0.00007875179,"domain_scores_codex":[0.9899406,0.002959172,0.005068622,0.0006867483,0.0006066553,0.0007381652],"domain_scores_gemma":[0.9944904,0.00154993,0.002511891,0.0007310092,0.0006537825,0.00006292521],"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":[0.000002443175,0.0000418039,0.0002274634,0.9546929,0.0000315602,0.00006553022,0.02417388,6.572096e-7,4.871712e-7,0.0003454312,0.00158368,0.01883416],"study_design_scores_gemma":[0.0001861491,0.0000164189,0.0001541065,0.9470074,0.0005910047,0.000007462097,0.04040125,4.72136e-7,3.362978e-7,0.00005226775,0.01116154,0.0004215548],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002113891,0.9910216,0.000022056,0.0002305374,0.001526068,0.004682279,0.00002087116,0.0001247491,0.000257902],"genre_scores_gemma":[0.000392758,0.9974993,0.00007787194,0.0001334697,0.0001245297,0.000955898,0.0003916507,0.00009654373,0.0003279476],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0184126,"threshold_uncertainty_score":0.9999794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1330366875133397,"score_gpt":0.4890777165677649,"score_spread":0.3560410290544251,"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."}}