{"id":"W4398786694","doi":"10.2196/57114","title":"Chatbot for Social Need Screening and Resource Sharing With Vulnerable Families: Iterative Design and Evaluation Study","year":2024,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chatbot; Resource (disambiguation); Computer science; Shared resource; World Wide Web; Computer security","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":[0.05622564,0.001294855,0.0008749165,0.002436013,0.002587401,0.002195364,0.001961887,0.001458843,0.002351526],"category_scores_gemma":[0.05708438,0.0007697945,0.00111871,0.001027564,0.002041916,0.002021076,0.003077778,0.0009892818,0.0003652587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004481683,"about_ca_system_score_gemma":0.006914573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002269685,"about_ca_topic_score_gemma":0.004248957,"domain_scores_codex":[0.961413,0.03188938,0.001528086,0.001214009,0.002235344,0.001720245],"domain_scores_gemma":[0.928556,0.05378231,0.002249146,0.002497651,0.01067319,0.002241709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.006849662,0.04169515,0.05115765,0.01422617,0.0006953797,0.00275738,0.2563197,0.007445353,0.02975346,0.006682423,0.004214037,0.5782036],"study_design_scores_gemma":[0.01451448,0.2376591,0.1329195,0.01197433,0.004779223,0.002910937,0.3632445,0.06049745,0.07228408,0.01077499,0.08729966,0.001141745],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9174645,0.0003747803,0.03326606,0.0002410587,0.00004964225,0.04391386,0.0001742216,0.000246462,0.004269404],"genre_scores_gemma":[0.7761076,0.0005657807,0.1615963,0.0002818394,0.00002724913,0.05924383,0.0002431757,0.0000873477,0.001846849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05622564,"threshold_uncertainty_score":0.2973531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1675776127355461,"score_gpt":0.4577951789003393,"score_spread":0.2902175661647932,"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."}}