{"id":"W4415595630","doi":"10.2196/71346","title":"Digital Mental Health Coaching in Clinically Diverse Populations: Controlled Engagement and Outcomes Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Coaching; Health coaching; Digital health; Mental health care; Health care; Psychological intervention","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":[0.007092005,0.001279725,0.001509533,0.001150678,0.002797006,0.001232275,0.001251174,0.00151785,0.004575417],"category_scores_gemma":[0.008051816,0.0006224907,0.001791476,0.001493454,0.002123242,0.001146317,0.00215617,0.002167782,0.0008624541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001700812,"about_ca_system_score_gemma":0.003735326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007767193,"about_ca_topic_score_gemma":0.01155011,"domain_scores_codex":[0.9940655,0.003617362,0.0003849594,0.0005574612,0.0008105517,0.0005640783],"domain_scores_gemma":[0.9940348,0.001654506,0.00158727,0.0009103233,0.0007993697,0.001013699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1941201,0.4335655,0.2955926,0.002103976,0.003827791,0.001023777,0.006905681,0.001102094,0.003744225,0.000765487,0.004516569,0.05273224],"study_design_scores_gemma":[0.1521264,0.2304339,0.6018802,0.0003197218,0.001895506,0.0003479309,0.004882411,0.00192855,0.0009807416,0.0006273206,0.00441162,0.000165804],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824934,0.000336428,0.0005059929,0.0001049735,0.00005274945,0.01499742,0.0006409163,0.00001812981,0.0008501039],"genre_scores_gemma":[0.9538726,0.0003267354,0.001598515,0.0003081106,0.0001551853,0.04152508,0.001273456,0.000009315418,0.0009309917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007767193,"threshold_uncertainty_score":0.03750652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.225669360687879,"score_gpt":0.5965336987505738,"score_spread":0.3708643380626948,"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."}}