{"id":"W4323344817","doi":"10.2196/40509","title":"Digital Intervention Barriers Scale–7 (DIBS-7): Development, Evaluation, and Preliminary Validation","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ford Foundation","keywords":"Psychological intervention; Scale (ratio); Clinical psychology; Anxiety; Psychology; Mental health; Exploratory factor analysis; Face validity; Medicine; Psychometrics; 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":[0.0136918,0.0004953636,0.0008772413,0.001656974,0.0006212895,0.001036573,0.001395761,0.0006650279,0.003554819],"category_scores_gemma":[0.02106226,0.0004580109,0.001583202,0.001002137,0.0007231475,0.001055912,0.002179493,0.001541349,0.0008875431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001075414,"about_ca_system_score_gemma":0.003883549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001623176,"about_ca_topic_score_gemma":0.003887705,"domain_scores_codex":[0.9931861,0.001889969,0.001037027,0.0002279623,0.003389637,0.0002693459],"domain_scores_gemma":[0.987681,0.004646713,0.002195769,0.0004922774,0.004098312,0.0008859562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001620425,0.00586506,0.5458398,0.0020174,0.0004605804,0.0002254656,0.006928113,0.001664215,0.003658114,0.002254585,0.01088819,0.4185781],"study_design_scores_gemma":[0.0006879956,0.005689247,0.9563957,0.001235452,0.0002736078,0.0004648308,0.004564516,0.004269025,0.003064562,0.001118422,0.02213437,0.0001021569],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9631685,0.0005869736,0.007625355,0.0008132083,0.0001010075,0.01525371,0.002918234,0.0001736829,0.009359305],"genre_scores_gemma":[0.8731974,0.001730304,0.07119194,0.0004961154,0.00005231143,0.04134433,0.007168994,0.0001105852,0.004707845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0136918,"threshold_uncertainty_score":0.07240999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1235019787455708,"score_gpt":0.5203008405604203,"score_spread":0.3967988618148495,"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."}}