{"id":"W4285014283","doi":"10.2196/39408","title":"Development and Usability Testing of a Chatbot to Promote Mental Health Services Use Among Individuals With Eating Disorders Following Screening","year":2022,"lang":"en","type":"article","venue":"Iproceedings","topic":"Eating Disorders and Behaviors","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health","keywords":"Chatbot; Usability; Psychological intervention; Motivational interviewing; Psychoeducation; Mental health; Psychology; Applied psychology; Medicine; Medical education; World Wide Web; Nursing; Computer science; Psychiatry; Human–computer interaction","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":[],"consensus_categories":[],"category_scores_codex":[0.0008523511,0.0002119154,0.0003110409,0.0001545781,0.0009120892,0.00007473719,0.0001928286,0.00003578253,0.00003451032],"category_scores_gemma":[0.00003318287,0.0002057821,0.00003838949,0.0006083825,0.00005069395,0.000249091,0.000305342,0.0002162429,7.366826e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006755501,"about_ca_system_score_gemma":0.00004484509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002471421,"about_ca_topic_score_gemma":0.0002677168,"domain_scores_codex":[0.9980959,0.00003337181,0.0004500978,0.0005344098,0.0004319947,0.0004541814],"domain_scores_gemma":[0.9993096,0.00005867769,0.0003371486,0.0001162054,0.00003846692,0.0001399089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002711386,0.0001569618,0.8772145,0.00009223988,0.00004503105,0.00000100542,0.09162694,0.00001154033,0.0004173834,0.0000210788,0.00001536682,0.03037084],"study_design_scores_gemma":[0.0008165777,0.0007893018,0.9304396,0.0004099948,0.00002248056,0.000008902753,0.06608009,0.00008341041,0.00007249047,0.00001547472,0.0009657635,0.0002958994],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985754,0.00006387581,0.00004397735,0.0001412761,0.00007050462,0.0007846823,0.00001316912,0.00009236867,0.0002147237],"genre_scores_gemma":[0.9441703,3.602443e-7,0.05532783,0.0002025266,0.00001097578,0.0001774321,0.00001383686,0.00003637751,0.0000603917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05528385,"threshold_uncertainty_score":0.839155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02956831818181353,"score_gpt":0.2995075490169122,"score_spread":0.2699392308350987,"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."}}