{"id":"W4410475263","doi":"10.2196/70577","title":"Leveraging Swipe Gesture Interactions From Mobile Games as Indicators of Anxiety and Depression: Exploratory Study","year":2025,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"SwIPe; Preprint; Anxiety; Psychology; Depression (economics); Gesture; Exploratory research; Computer science; Multimedia; Artificial intelligence; Computer security; Sociology; World Wide Web; Psychiatry; Social science","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":[0.002142899,0.0006566278,0.0006007396,0.0009848441,0.0006273205,0.0009509946,0.0004301042,0.0005258417,0.001679979],"category_scores_gemma":[0.006489911,0.0004689553,0.0009106641,0.0004850604,0.0005064693,0.0005838146,0.0008701294,0.0006525027,0.0004958055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004230209,"about_ca_system_score_gemma":0.0007236238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002193306,"about_ca_topic_score_gemma":0.004927046,"domain_scores_codex":[0.9988087,0.0004989016,0.00009357523,0.0001779998,0.0002197388,0.0002010128],"domain_scores_gemma":[0.9969783,0.001354723,0.0006561175,0.0001908291,0.00048725,0.0003327837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001011366,0.005160122,0.9533246,0.0003968815,0.000330999,0.0006386187,0.0113074,0.0001653896,0.00191771,0.0001719196,0.0003928471,0.02518229],"study_design_scores_gemma":[0.000110117,0.006932451,0.9805803,0.00009783354,0.0002730625,0.0006479648,0.008706539,0.0009283817,0.0004684933,0.0001627726,0.001058459,0.00003353846],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989779,0.00006962,0.0002326701,0.00001146207,0.00000246761,0.000289114,0.0001026346,0.000002498469,0.000311565],"genre_scores_gemma":[0.9974597,0.0001101815,0.001155981,0.00004575879,0.000008151884,0.0006444491,0.0001706396,0.000002716431,0.0004023304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002193306,"threshold_uncertainty_score":0.01133293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02302074730280595,"score_gpt":0.4135431890406597,"score_spread":0.3905224417378537,"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."}}