{"id":"W4407118251","doi":"10.1177/20552076251317756","title":"MoodMover: Development and usability testing of an mHealth physical activity intervention for depression","year":2025,"lang":"en","type":"article","venue":"Digital Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of British Columbia","funders":"Canadian Institutes of Health Research; University of British Columbia; Michael Smith Health Research BC","keywords":"Usability; mHealth; Formative assessment; Intervention (counseling); System usability scale; Pluralistic walkthrough; Psychology; Usability engineering; Cognitive walkthrough; Applied psychology; Computer science; Human–computer interaction; Psychological intervention","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01090314,0.001015398,0.0006509328,0.0006562324,0.0004691352,0.0007254194,0.001326049,0.0008892032,0.002177072],"category_scores_gemma":[0.0131463,0.0005433278,0.0008981156,0.0002118329,0.0004908618,0.0006892968,0.0009648334,0.0005508347,0.0006325726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004528674,"about_ca_system_score_gemma":0.001505769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001267319,"about_ca_topic_score_gemma":0.002034395,"domain_scores_codex":[0.9952551,0.003003709,0.0004409601,0.0004279867,0.000634443,0.0002377763],"domain_scores_gemma":[0.9950264,0.003429465,0.0001880181,0.0003013825,0.000867574,0.0001872048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.005784242,0.02253819,0.0186309,0.007497101,0.0004667769,0.001387429,0.01859924,0.003049797,0.1119035,0.0009116026,0.009824945,0.7994064],"study_design_scores_gemma":[0.01511495,0.2529151,0.3299324,0.006212965,0.003255093,0.00435147,0.009694112,0.04078013,0.228821,0.001658752,0.1065272,0.0007368796],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.913156,0.0006590969,0.04889555,0.0003627881,0.0001349123,0.02990705,0.0009956462,0.00204089,0.003848104],"genre_scores_gemma":[0.6411532,0.001051552,0.3155724,0.0005303022,0.0000592787,0.0347878,0.00162065,0.0004447824,0.004780133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01090314,"threshold_uncertainty_score":0.05766195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06894334082952369,"score_gpt":0.451514224373565,"score_spread":0.3825708835440413,"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."}}