{"id":"W4387440202","doi":"10.1080/15265161.2023.2250306","title":"What We Owe Those Who Chat Woe: A Relational Lens for Mental Health Apps","year":2023,"lang":"en","type":"letter","venue":"The American Journal of Bioethics","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Bioethics; Mental health; Psychology; Conflict of interest; Lens (geology); Psychiatry; Law; Political science; Engineering","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002689153,0.0004048292,0.0009878874,0.0004484669,0.0004005165,0.0001818451,0.0008699666,0.0003562322,0.0001080113],"category_scores_gemma":[0.0001182265,0.0003015545,0.0008258853,0.0005257869,0.001686905,0.000410539,0.0001375156,0.004399191,0.0003105284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000513245,"about_ca_system_score_gemma":0.0005698345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001605006,"about_ca_topic_score_gemma":0.00004878572,"domain_scores_codex":[0.9954216,0.0009154162,0.001553095,0.000378419,0.0009195888,0.0008118687],"domain_scores_gemma":[0.9933376,0.001836231,0.003786656,0.0005688958,0.0002873547,0.0001832682],"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":[0.0003335524,0.0001207475,0.000007811011,0.0001647585,0.0004348208,0.00004673012,0.004403506,0.000001922584,5.712624e-7,0.002636477,0.9209615,0.0708876],"study_design_scores_gemma":[0.0006666869,0.00474012,0.0001037646,0.003862832,0.00008434316,0.0005816072,0.00780151,0.000008076227,0.000005531285,0.007400464,0.9744436,0.0003015237],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005810536,0.004724229,0.000406704,0.9811988,0.01107133,0.0007846412,0.0008836411,0.00004914049,0.0003004299],"genre_scores_gemma":[0.001867755,0.008490819,0.00111025,0.9543757,0.007465005,0.000120599,0.0003824269,0.0002793116,0.02590807],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07058607,"threshold_uncertainty_score":0.9999437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2095196619592725,"score_gpt":0.4689378521426688,"score_spread":0.2594181901833962,"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."}}