{"id":"W4390515433","doi":"10.2196/49780","title":"Race and Socioeconomic Status as Predictors of Willingness to Use Digital Mental Health Interventions or One-On-One Psychotherapy: National Survey Study","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Socioeconomic status; Psychological intervention; Ethnic group; Mental health; Willingness to pay; Disadvantaged; Psychology; Medicine; Gerontology; Psychiatry; Environmental health; Population; Political science","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":[0.001476346,0.0001247809,0.0002237494,0.0005854813,0.0005547435,0.0005082519,0.0003880532,0.0005038907,0.002616284],"category_scores_gemma":[0.003745084,0.0002249416,0.0004599037,0.0007853025,0.0002702263,0.0006202136,0.000517025,0.0008032091,0.0003838037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002717934,"about_ca_system_score_gemma":0.0003953884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01412994,"about_ca_topic_score_gemma":0.01812032,"domain_scores_codex":[0.9993052,0.0002649589,0.00009505075,0.0001050678,0.0001295335,0.000100204],"domain_scores_gemma":[0.9967791,0.0005532211,0.001450399,0.0002063293,0.0003574808,0.0006535549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002707937,0.0000726617,0.9991873,0.000005707496,0.00002278546,0.00001240403,0.0001072348,0.000009970942,0.00002447376,0.00001133135,0.0001164492,0.000402582],"study_design_scores_gemma":[0.000002701501,0.00004568358,0.9991611,0.000008524221,0.00001080004,0.00003819756,0.0004858338,0.0001009814,0.00001099848,0.00001079712,0.0001218878,0.000002471987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987448,0.00006919316,0.00003332349,0.00009165346,0.000005265999,0.00001347695,0.0004815046,0.000001422545,0.0005593739],"genre_scores_gemma":[0.9994404,0.00005566602,0.00004791581,0.00004998986,0.000003720009,0.000016786,0.0002611016,0.000001185658,0.0001232022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01412994,"threshold_uncertainty_score":0.02809536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2103964467765824,"score_gpt":0.5550579983524276,"score_spread":0.3446615515758452,"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."}}