{"id":"W4311500093","doi":"10.2196/40045","title":"Development of an mHealth App–Based Intervention for Depressive Rumination (RuminAid): Mixed Methods Focus Group Evaluation","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Storyboard; Rumination; Psychological intervention; Focus group; Mental health; Computer science; Applied psychology; Psychology; Multimedia; Psychotherapist; Cognition; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03001981,0.001528028,0.001852129,0.001237412,0.001704396,0.001332496,0.002625626,0.001985145,0.005865233],"category_scores_gemma":[0.02765981,0.0008793385,0.002536395,0.0005566528,0.0006978508,0.001339539,0.002252265,0.001311453,0.0007205956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002088626,"about_ca_system_score_gemma":0.006022248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002491768,"about_ca_topic_score_gemma":0.00457986,"domain_scores_codex":[0.9888499,0.007463261,0.001058627,0.0008107365,0.001203535,0.0006137662],"domain_scores_gemma":[0.9884506,0.007424635,0.0007635761,0.0006200363,0.001998568,0.0007425924],"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":[0.03436663,0.08361069,0.006005271,0.0330987,0.00251898,0.0006752172,0.02387764,0.001461741,0.00875862,0.001208381,0.00762831,0.7967899],"study_design_scores_gemma":[0.2255368,0.5124636,0.07471842,0.02494885,0.01355057,0.000851834,0.02634321,0.009039021,0.03417312,0.004635689,0.07299239,0.0007465646],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6979676,0.003430612,0.02134257,0.001370235,0.0004552856,0.2659797,0.002662032,0.0007645438,0.006027446],"genre_scores_gemma":[0.3652087,0.00364594,0.1411097,0.001528406,0.0001572584,0.4841154,0.001054545,0.0001106597,0.003069367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03001981,"threshold_uncertainty_score":0.1587618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1714913497639588,"score_gpt":0.5562269917534488,"score_spread":0.38473564198949,"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."}}