{"id":"W4414452830","doi":"10.2196/76992","title":"Exploring the Association Between Behavioral Determinants and Intention to Use a Chatbot-Led Parenting Intervention by Caregivers of Adolescent Girls in South Africa: Cross-Sectional Study","year":2025,"lang":"en","type":"article","venue":"JMIR Pediatrics and Parenting","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Association (psychology); Intervention (counseling); Chatbot; Theory of planned behavior; Parenting styles; Behavioral pattern","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":[0.001371869,0.0003305867,0.000371449,0.0005177571,0.0008599071,0.0006904659,0.0003804186,0.0004242247,0.001257144],"category_scores_gemma":[0.002465239,0.0004606733,0.0004567099,0.0004982905,0.0003704279,0.0005167208,0.0006032403,0.0007615283,0.0001967955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006645151,"about_ca_system_score_gemma":0.0007962624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01413725,"about_ca_topic_score_gemma":0.02385077,"domain_scores_codex":[0.9995252,0.0001663161,0.00005221494,0.00008817185,0.00006684784,0.0001012503],"domain_scores_gemma":[0.9989716,0.0002196732,0.0004287397,0.00005703443,0.0001323313,0.0001906899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004371495,0.0002086192,0.9947122,0.00004792951,0.00002764698,0.000116273,0.002829183,0.00001053243,0.0002076361,0.00001981088,0.00008008713,0.001696339],"study_design_scores_gemma":[0.000009860172,0.0003595085,0.9887638,0.00007672841,0.00003431752,0.0001807317,0.009986283,0.00007210937,0.0001199596,0.00001688076,0.0003755354,0.000004265737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995846,0.00008590536,0.00003430329,0.00002560316,0.000002255721,0.00004146595,0.00009972687,5.710705e-7,0.0001254962],"genre_scores_gemma":[0.9993766,0.0001566769,0.0001302128,0.00003641226,0.000002078583,0.00008921299,0.00008940164,7.317962e-7,0.0001188029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01413725,"threshold_uncertainty_score":0.02810997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1330862452252874,"score_gpt":0.4060664887507022,"score_spread":0.2729802435254147,"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."}}