{"id":"W7135068477","doi":"10.1109/raai67517.2025.11423228","title":"Preface","year":2025,"lang":"","type":"article","venue":"","topic":"Social Robot Interaction and HRI","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Honor; Ideal (ethics); First World","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009710486,0.0001181351,0.000161679,0.0001109966,0.0001320616,0.00005838343,0.000157259,0.0002106134,0.1468361],"category_scores_gemma":[0.00005731804,0.0001223883,0.0001275033,0.0003043811,0.00006039677,0.00003481217,0.0000499948,0.0002567093,0.014781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005789151,"about_ca_system_score_gemma":0.00008374517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003247288,"about_ca_topic_score_gemma":0.0000732959,"domain_scores_codex":[0.9990561,0.0001158564,0.0002497273,0.0002724155,0.0000665898,0.0002392864],"domain_scores_gemma":[0.999399,0.0001600856,0.00004550381,0.0002906465,0.00005155756,0.00005320247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006643277,0.0001851213,0.00104669,0.00001003165,0.000159015,0.000002135439,0.0009729283,0.000001188998,0.00007612568,0.4547636,0.5061439,0.03657282],"study_design_scores_gemma":[0.0005536039,0.00003496434,0.01160951,0.00002884958,0.00004062048,0.000001245937,0.003314867,0.00003984926,0.0002719753,0.002360845,0.9816388,0.0001047995],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001508238,0.0008337183,0.003878171,0.01264244,0.01359694,0.0001793748,0.000001832321,0.00008817899,0.9672711],"genre_scores_gemma":[0.4268231,0.00005206065,0.00005816767,0.005935655,0.0001072818,0.000008732593,7.290511e-7,0.000004767878,0.5670095],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4754949,"threshold_uncertainty_score":0.9859861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02337905907890066,"score_gpt":0.4617961425532949,"score_spread":0.4384170834743942,"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."}}