{"id":"W4400955756","doi":"10.2196/58011","title":"An Ethical Perspective on the Democratization of Mental Health With Generative AI","year":2024,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Democratization; Global mental health; Context (archaeology); Engineering ethics; Flexibility (engineering); Public relations; Sociology; Knowledge management; Psychology; Political science; Computer science; Democracy; Engineering; Politics; Psychotherapist","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":[0.04585048,0.0007322524,0.0004063736,0.001795684,0.007298206,0.01373585,0.002109027,0.009354365,0.003979298],"category_scores_gemma":[0.04465812,0.0003778621,0.0008250307,0.001168214,0.1011025,0.008690163,0.01177068,0.01006199,0.0006860524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008293289,"about_ca_system_score_gemma":0.008207539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001575321,"about_ca_topic_score_gemma":0.001467934,"domain_scores_codex":[0.9347755,0.05595316,0.001085624,0.001691599,0.004724596,0.001769558],"domain_scores_gemma":[0.9167855,0.06809637,0.003721959,0.005856877,0.003821336,0.001717898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008690422,0.00001359448,0.0002589993,0.00004283842,0.000004486575,0.00008053366,0.009337846,0.0003884285,0.00008924548,0.984933,0.001223748,0.003618512],"study_design_scores_gemma":[0.00001316052,0.00002791727,0.0002726613,0.0003528257,0.00001005803,0.0003320106,0.008057394,0.001566475,0.0005651619,0.9241489,0.0646335,0.00001995884],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03656247,0.007727364,0.1847371,0.4472055,0.001845726,0.0001945568,0.00007148232,0.0002024178,0.3214535],"genre_scores_gemma":[0.9280739,0.002379484,0.0301123,0.03008002,0.00085404,0.0003276067,0.00003621017,0.0001110719,0.008025336],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04585048,"threshold_uncertainty_score":0.2424834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03441795750833578,"score_gpt":0.4673318008784617,"score_spread":0.432913843370126,"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."}}