{"id":"W2944339601","doi":"10.2196/12430","title":"Using Computer Games to Support Mental Health Interventions: Naturalistic Deployment Study","year":2019,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Mental health; Psychological intervention; Thematic analysis; Psychology; Mood; Software deployment; Applied psychology; Anxiety; Medical education; Clinical psychology; Qualitative research; Psychotherapist; Medicine; Psychiatry; Engineering","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009828965,0.0004532161,0.0007883197,0.0004405107,0.0004486354,0.0001189847,0.0004665104,0.00008015669,0.002175389],"category_scores_gemma":[0.00000382162,0.0004618065,0.0003794678,0.0004729624,0.00005836021,0.0003163294,0.0004366811,0.0003908412,0.003697662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002698855,"about_ca_system_score_gemma":0.0002298267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001751095,"about_ca_topic_score_gemma":0.0008839428,"domain_scores_codex":[0.9947113,0.0005919816,0.001752469,0.001007527,0.0006552844,0.001281388],"domain_scores_gemma":[0.9976774,0.00004312662,0.0005713854,0.0007406021,0.00004967459,0.0009178123],"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":[0.001568678,0.03806914,0.05958924,0.003648847,0.0007623788,0.00005992436,0.04183718,0.00002883919,0.0000381936,0.007276435,0.3651394,0.4819817],"study_design_scores_gemma":[0.03087675,0.1799372,0.5258174,0.01369731,0.0000952605,0.001371575,0.06534673,0.001104845,0.00009721826,0.0005108013,0.1771769,0.003967953],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9592276,0.0007753554,0.0003482399,0.01013721,0.01266142,0.01374224,0.0009090704,0.0003471207,0.001851767],"genre_scores_gemma":[0.9780458,0.000005192975,0.00192015,0.009033511,0.0001778634,0.0004709899,0.000409063,0.0001010711,0.009836309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4780138,"threshold_uncertainty_score":0.9997833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0950062193823001,"score_gpt":0.4974005574206216,"score_spread":0.4023943380383215,"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."}}