{"id":"W4410984908","doi":"10.2196/70305","title":"Evaluating Social Assistive Robots in Clinical Nursing Care: Mixed Method Pilot Study on Health Care Workers’ Perceptions and Adoption","year":2025,"lang":"en","type":"article","venue":"JMIR Nursing","topic":"Social Robot Interaction and HRI","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Health care; Nursing; Perception; Robot; Psychology; Nursing care; Medicine; Computer science; Artificial intelligence; World Wide Web; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008050858,0.000196812,0.0004239469,0.0002993068,0.0006992727,0.00007655898,0.00009076098,0.0001512777,0.00007180058],"category_scores_gemma":[0.0001151537,0.0002234388,0.00009981797,0.0004356624,0.0001205591,0.00007831309,0.000016622,0.0007459068,0.00002438077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001380089,"about_ca_system_score_gemma":0.0001754002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002703682,"about_ca_topic_score_gemma":0.0002936633,"domain_scores_codex":[0.9959061,0.002294861,0.0006223653,0.0005855581,0.0002285739,0.0003624993],"domain_scores_gemma":[0.9988586,0.0005170238,0.000219683,0.0001844741,0.0001360629,0.0000841291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008859384,0.00193791,0.03839307,0.00001555202,0.00005252939,0.000002979116,0.1779315,0.00005677886,0.0000249043,0.001183107,0.003032076,0.7764837],"study_design_scores_gemma":[0.001454224,0.001223174,0.6161178,0.0004820422,0.00004160744,0.000001309461,0.3803958,0.0000459894,4.886734e-7,0.00009810955,0.00003418843,0.000105264],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9542751,0.0004623944,0.006551786,0.005472972,0.006821633,0.001923318,0.000008491803,0.0001597972,0.02432451],"genre_scores_gemma":[0.9954962,0.000002306047,0.003215011,0.0004727426,0.0004186647,0.0001358553,0.00002209929,0.00002590733,0.0002112066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7763784,"threshold_uncertainty_score":0.911157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.234456327391414,"score_gpt":0.6207929128025743,"score_spread":0.3863365854111603,"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."}}