{"id":"W4409957687","doi":"10.2196/56086","title":"Scalable Precision Psychiatry With an Objective Measure of Psychological Stress: Prospective Real-World Study","year":2025,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Preprint; Measure (data warehouse); Psychology; Clinical psychology; Stress (linguistics); Psychiatry; Medicine; Computer science; Data mining; World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006734063,0.0005241118,0.0004896452,0.0005424073,0.000506216,0.001248574,0.0007258647,0.000704912,0.001834877],"category_scores_gemma":[0.02459981,0.0003753885,0.0004526722,0.0006582782,0.0007694198,0.001169603,0.001108663,0.0009638412,0.000685904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005078599,"about_ca_system_score_gemma":0.0006996318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004981953,"about_ca_topic_score_gemma":0.005196603,"domain_scores_codex":[0.9971373,0.001648683,0.0001925567,0.0004385212,0.0004068321,0.0001760492],"domain_scores_gemma":[0.9842748,0.006439152,0.002763694,0.003557386,0.002142772,0.0008222299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002203167,0.001896758,0.9502025,0.0001488529,0.0004593375,0.0002327637,0.001082594,0.003373526,0.001134539,0.0002531426,0.00170767,0.03730524],"study_design_scores_gemma":[0.0005672565,0.007578822,0.9403871,0.0001080541,0.0004170445,0.0008784093,0.001760432,0.04231729,0.001491515,0.001120579,0.003282367,0.00009121151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931826,0.0001398294,0.005283426,0.0001110702,0.00001594506,0.000326078,0.0004361276,0.00002948926,0.0004754862],"genre_scores_gemma":[0.994877,0.00008309194,0.003923532,0.00006653742,0.00002891168,0.0002444634,0.0006043024,0.00001145519,0.0001605831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006734063,"threshold_uncertainty_score":0.03561354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09561749954030674,"score_gpt":0.5347046612885021,"score_spread":0.4390871617481954,"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."}}