{"id":"W7162396814","doi":"10.2196/89435","title":"Service Robots as Work Support for Health Personnel in Long-term Care: Protocol for a Scoping Review (Preprint)","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Social Robot Interaction and HRI","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Protocol (science); Work (physics); Service (business); Health services; Robot; Health care; Decision support system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08314602,0.005422295,0.01328547,0.01649622,0.009141591,0.01007344,0.003788339,0.01150757,0.09144646],"category_scores_gemma":[0.1743352,0.006754839,0.01677035,0.01303668,0.005645543,0.005821433,0.008392354,0.01168675,0.01974678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01810395,"about_ca_system_score_gemma":0.07888222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01461752,"about_ca_topic_score_gemma":0.02904855,"domain_scores_codex":[0.9259109,0.02805616,0.03156076,0.003636694,0.007320311,0.003515129],"domain_scores_gemma":[0.8953868,0.04540817,0.01860976,0.009869883,0.02785316,0.002872334],"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":[0.01564923,0.0006126427,0.001117943,0.8213449,0.003746827,0.00054911,0.004806022,0.0008533408,0.001856446,0.005701754,0.08104117,0.06272063],"study_design_scores_gemma":[0.05817601,0.003012745,0.008584416,0.5776187,0.01386801,0.0003454856,0.005967325,0.0008527495,0.003298018,0.01028631,0.3173202,0.0006700623],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0007767837,0.003297559,0.001575365,0.000899823,0.0008481341,0.9826325,0.00854388,0.0001396433,0.001286264],"genre_scores_gemma":[0.0004902037,0.0006923319,0.001194355,0.0001475364,0.00003354978,0.996765,0.0003355022,0.000008756958,0.000332708],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.09144646,"threshold_uncertainty_score":0.4397234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.368032344627103,"score_gpt":0.6869942800642506,"score_spread":0.3189619354371476,"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."}}