{"id":"W4408284885","doi":"10.2196/65103","title":"Testing the Effectiveness of a Gamified Emotional Cognitive Bias Modification Task as an Intervention for Low Mood: Randomized Controlled Trial","year":2025,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Mood; Task (project management); Psychology; Intervention (counseling); Randomized controlled trial; Cognition; Clinical psychology; Medicine; Computer science; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003411748,0.0003376676,0.001200478,0.0005003224,0.0002139482,0.0000836048,0.000275993,0.000209477,0.00008584076],"category_scores_gemma":[0.01159641,0.0002309141,0.0006142522,0.000865649,0.0003078471,0.0001796306,0.00004572151,0.000181562,0.00001940349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006538679,"about_ca_system_score_gemma":0.000108475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001038238,"about_ca_topic_score_gemma":0.00001049722,"domain_scores_codex":[0.9953687,0.002498022,0.0008818409,0.0006600328,0.000282382,0.0003090409],"domain_scores_gemma":[0.9815041,0.01598132,0.0008647825,0.000334305,0.001255932,0.00005952745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8889033,0.002489984,0.0009187654,0.0002327767,0.00137177,9.034433e-7,0.000824108,0.00001549387,0.0006868272,0.002700966,0.00005844672,0.1017966],"study_design_scores_gemma":[0.9377069,0.001224858,0.04016368,0.0007248195,0.0007007306,0.000005001035,0.001496529,0.0009745244,0.001011508,0.01568453,0.00007776443,0.0002291214],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9412118,0.001388937,0.03059922,0.00008286039,0.001860441,0.01833368,0.00007404378,0.0001280764,0.006320981],"genre_scores_gemma":[0.9768798,0.0001268559,0.0001478797,0.00006191456,0.0002129208,0.02167924,0.0001833963,0.00003658894,0.000671395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1015675,"threshold_uncertainty_score":0.9967293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04205665595530715,"score_gpt":0.3880627232691582,"score_spread":0.3460060673138511,"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."}}