{"id":"W4414418452","doi":"10.3389/frobt.2025.1665800","title":"Editorial: Artificial intelligence and social robotics for mental healthcare","year":2025,"lang":"en","type":"editorial","venue":"Frontiers in Robotics and AI","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Mental health; Social robot; Health care; Humanoid robot; Robotics; Human–robot interaction; Robot; Social intelligence; Human multitasking","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":[0.0003436745,0.0003726165,0.0006891286,0.0003022585,0.0002808907,0.0001763153,0.0002571288,0.001173233,0.000004663688],"category_scores_gemma":[0.0001381904,0.0004273581,0.0001433639,0.0001652957,0.0002383878,0.00009770122,0.0001782393,0.000944341,0.000003903259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002986736,"about_ca_system_score_gemma":0.0002193013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001426492,"about_ca_topic_score_gemma":0.0001733574,"domain_scores_codex":[0.9973916,0.0001025832,0.0008574964,0.0006899878,0.0003534442,0.0006048583],"domain_scores_gemma":[0.9989597,0.0002733828,0.0002445179,0.0002078486,0.0001773676,0.0001371565],"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":[0.000199848,0.0002382909,0.0000398859,0.000809588,0.00008495631,0.00000350519,0.0004119018,0.00003380937,5.554174e-8,0.0289457,0.9334085,0.03582394],"study_design_scores_gemma":[0.0005432321,0.0006992834,0.000008810853,0.0007115694,0.0001044483,9.043156e-7,0.00101124,0.0005902447,0.000002001011,0.08989061,0.9059513,0.0004863938],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.000001514701,0.002008986,0.02921184,0.008317315,0.9577023,0.000931098,0.001630274,0.000037734,0.0001589551],"genre_scores_gemma":[0.0006049835,0.0001859747,0.008132786,0.0002001347,0.9869985,0.0001862768,0.001053246,0.00006912124,0.002568953],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.06094491,"threshold_uncertainty_score":0.9998178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0323713547703017,"score_gpt":0.3808321804038847,"score_spread":0.348460825633583,"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."}}