{"id":"W4408898377","doi":"10.1109/rams48127.2025.10935125","title":"Functional Requirement and User's Needs for Food Serving Robots","year":2025,"lang":"en","type":"article","venue":"","topic":"Social Robot Interaction and HRI","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"La Cité Collégiale","funders":"","keywords":"Robot; Computer science; Human–computer interaction; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008060384,0.00006056984,0.00007734753,0.00009439732,0.0001101083,0.00002907153,0.00003961855,0.00005840703,0.003113315],"category_scores_gemma":[0.00002196219,0.0000581717,0.00004349065,0.0001058991,0.00001385834,0.00005436632,0.00002615646,0.00005029791,0.00005295853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002867231,"about_ca_system_score_gemma":0.00001581695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004226292,"about_ca_topic_score_gemma":0.000127608,"domain_scores_codex":[0.9995717,0.00001671907,0.0001197391,0.0001236479,0.00004716831,0.0001210343],"domain_scores_gemma":[0.9996872,0.0001155603,0.0000246042,0.00009054811,0.00005257198,0.00002949252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001160702,0.00007047196,0.005019233,0.00001352079,0.0001842647,2.093666e-7,0.0005076253,0.00001322294,0.000282741,0.6679373,0.3181795,0.007675802],"study_design_scores_gemma":[0.00280147,0.0003374821,0.1423627,0.00003958424,0.00007910122,0.000005767268,0.01133899,0.0001755324,0.0005013257,0.01000406,0.8321081,0.0002458141],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07715463,0.0004338851,0.2350888,0.02069315,0.01020765,0.0007677074,0.00001344093,0.0002775937,0.6553631],"genre_scores_gemma":[0.8079076,0.000004271698,0.001091888,0.006381259,0.0002418094,0.000133964,0.00001101732,0.0000101319,0.1842181],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7307529,"threshold_uncertainty_score":0.997798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0779343623343579,"score_gpt":0.3758789764866465,"score_spread":0.2979446141522886,"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."}}