{"id":"W3120307251","doi":"10.2196/25775","title":"Assessing the Mental Health of Emerging Adults Through a Mental Health App: Protocol for a Prospective Pilot Study","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Mental Health via Writing","field":"Psychology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Stressor; Data collection; Psychopathology; Population; Psychology; Experience sampling method; Medicine; Protocol (science); Clinical psychology; Applied psychology; Psychiatry; Alternative medicine","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":[0.03337048,0.002787353,0.003456011,0.001928256,0.004884075,0.002463805,0.002220492,0.00363009,0.0473524],"category_scores_gemma":[0.02166861,0.002421861,0.003067227,0.001450852,0.002358028,0.002510799,0.002537028,0.006089551,0.01255643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003728827,"about_ca_system_score_gemma":0.01681839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003757405,"about_ca_topic_score_gemma":0.007871298,"domain_scores_codex":[0.9902689,0.004995113,0.00173825,0.0008301237,0.001188645,0.0009789058],"domain_scores_gemma":[0.986111,0.003234988,0.001459736,0.002230348,0.005349366,0.001614462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.1512755,0.1624314,0.02050512,0.0628374,0.001342222,0.005142552,0.01658371,0.00798986,0.01438897,0.01204752,0.1647913,0.3806644],"study_design_scores_gemma":[0.1998643,0.1390937,0.1122291,0.03463,0.001258549,0.001393747,0.01647754,0.005864006,0.009679679,0.01565459,0.4626665,0.001188307],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002503098,0.00007810663,0.001704805,0.0001136288,0.00007971204,0.9940157,0.0009109207,0.00004302361,0.0005510012],"genre_scores_gemma":[0.0009192622,0.0000447532,0.001549753,0.00006743053,0.000009834621,0.997154,0.0001057856,0.000002761729,0.0001465074],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.0473524,"threshold_uncertainty_score":0.1764821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4769108153368331,"score_gpt":0.6936348578045146,"score_spread":0.2167240424676815,"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."}}