{"id":"W4400840784","doi":"10.2196/58493","title":"Regulating AI in Mental Health: Ethics of Care Perspective","year":2024,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Neuroethics, Human Enhancement, Biomedical Innovations","field":"Neuroscience","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Perspective (graphical); Mental health; Psychology; Medicine; Psychiatry; Gerontology; Computer science; Artificial intelligence","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":[0.000723962,0.0001829446,0.0002915325,0.000350957,0.0004200569,0.00004384084,0.0002298966,0.0001054303,0.0000687568],"category_scores_gemma":[0.0002038917,0.0001867366,0.00006488011,0.001128841,0.0004243411,0.0002104817,0.0001537687,0.001383381,0.00003015101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001846472,"about_ca_system_score_gemma":0.00104422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006330012,"about_ca_topic_score_gemma":0.000497338,"domain_scores_codex":[0.9969053,0.000414896,0.0007293742,0.0006428408,0.0007917782,0.0005157646],"domain_scores_gemma":[0.9990441,0.000272426,0.0002015323,0.0002523402,0.00006382782,0.0001657614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001317919,0.000717568,0.0001619217,0.004139055,0.00001312772,0.00002308682,0.5212253,0.000006255658,0.1338044,0.3076076,0.01423441,0.01793543],"study_design_scores_gemma":[0.007732962,0.01163558,0.009621365,0.01791149,0.00001438558,0.0002275509,0.2448527,0.006881733,0.4511178,0.03635475,0.2111365,0.002513163],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3591245,0.002658194,0.0001615675,0.6252416,0.003681527,0.004111195,0.0008212866,0.0004531546,0.003747048],"genre_scores_gemma":[0.9765013,0.0002838302,0.0002725528,0.02232276,0.00009662389,0.00005945959,0.0000399628,0.00003553654,0.0003879995],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6173768,"threshold_uncertainty_score":0.7614899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09148237506882553,"score_gpt":0.4696238813034733,"score_spread":0.3781415062346477,"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."}}