{"id":"W2155388453","doi":"10.2196/mental.4157","title":"Adjustment Disorders Are Uniquely Suited for eHealth Interventions: Concept and Case Study","year":2015,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Mental health; Distress; Anxiety; Psychiatry; Psychology; eHealth; Adjustment disorders; Intervention (counseling); Conceptualization; Clinical psychology; Stressor; Medicine; Health care","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008503787,0.0002840668,0.000443205,0.0002106426,0.0003524069,0.00004781334,0.0001578215,0.00008156076,0.00008300787],"category_scores_gemma":[0.00002223371,0.0002858329,0.0001748102,0.0002459505,0.000131351,0.0002241273,0.0001288595,0.0002093077,0.0000492088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008477088,"about_ca_system_score_gemma":0.0001443893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005144914,"about_ca_topic_score_gemma":0.009511834,"domain_scores_codex":[0.9969383,0.0004756442,0.001016473,0.000603913,0.0002476878,0.0007180175],"domain_scores_gemma":[0.9980769,0.00009354275,0.0004960262,0.0003900526,0.00007407165,0.0008694237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001371296,0.03037014,0.03145416,0.002247512,0.0003836363,0.0002640744,0.0780985,0.00000199359,4.370652e-7,0.01756033,0.1870742,0.6511737],"study_design_scores_gemma":[0.0279666,0.05608875,0.0982217,0.00176193,0.00008278223,0.002557339,0.7841269,0.00008763724,0.000006771008,0.005413361,0.02266992,0.001016282],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9682816,0.005710563,0.0002453199,0.008077345,0.003280359,0.01230384,0.0011172,0.000241971,0.000741831],"genre_scores_gemma":[0.9923712,0.00001625268,0.0003192437,0.001396898,0.0000705471,0.002835447,0.0001946557,0.000055706,0.002740066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7060285,"threshold_uncertainty_score":0.9999594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1102676358741887,"score_gpt":0.4904842593652194,"score_spread":0.3802166234910307,"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."}}