{"id":"W4291143383","doi":"10.2196/38092","title":"Design and Formative Evaluation of a Virtual Voice-Based Coach for Problem-solving Treatment: Observational Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health","keywords":"Formative assessment; Session (web analytics); Usability; Workload; Applied psychology; Anxiety; Thematic analysis; User experience design; Task (project management); Medical education; Psychology; Feeling; Computer science; Qualitative research; Medicine; Human–computer interaction; Social psychology; Pedagogy; World Wide Web; Engineering; Psychiatry","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":[0.006656708,0.0001344519,0.000222961,0.0004580075,0.0006341953,0.00004692187,0.0002064644,0.0000362308,0.0002998054],"category_scores_gemma":[0.00008715315,0.0001271653,0.00007671952,0.0005680748,0.0001386647,0.0004906734,0.0001482488,0.0002317637,0.00002355613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009518862,"about_ca_system_score_gemma":0.0003612268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009575527,"about_ca_topic_score_gemma":0.00002039832,"domain_scores_codex":[0.9950284,0.002410831,0.000588738,0.0002643929,0.001275211,0.0004324616],"domain_scores_gemma":[0.9971426,0.001578753,0.0002446754,0.0002169743,0.0007288123,0.0000881843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.008799581,0.04298303,0.006727297,0.0006109257,0.001239385,0.000008218799,0.5170069,0.005804134,0.0001970058,0.04344901,0.01002891,0.3631456],"study_design_scores_gemma":[0.04205816,0.1799698,0.2522264,0.0002895591,0.0001945461,0.0000260467,0.2567602,0.2302301,0.001250781,0.03378839,0.002467464,0.0007385547],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802161,0.00009672734,0.006082507,0.0003197122,0.0001966736,0.0107662,0.00046032,0.00002864805,0.001833119],"genre_scores_gemma":[0.9777908,3.532535e-7,0.000608359,0.00002326439,0.00001547026,0.02105753,0.0001877566,0.00001932474,0.0002970993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3624071,"threshold_uncertainty_score":0.5185652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.462518954048274,"score_gpt":0.557503007024169,"score_spread":0.09498405297589502,"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."}}