{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000689308,0.0001509107,0.0001577581,0.0001894804,0.0005072234,0.0002958801,0.00006859562,0.000052755,0.000080705],"category_scores_gemma":[0.00001325217,0.0001282272,0.00003347712,0.0001333953,0.00006262725,0.0002606349,0.00004478673,0.0001598641,0.000004125275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007214434,"about_ca_system_score_gemma":0.00001158428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007312974,"about_ca_topic_score_gemma":0.00004912767,"domain_scores_codex":[0.9987853,0.0001652441,0.0002276126,0.000402414,0.000186595,0.0002328461],"domain_scores_gemma":[0.9995219,0.0002081904,0.00005765399,0.0001017694,0.00004467828,0.0000658169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00145562,0.002407252,0.09233389,0.001178153,0.001802359,0.00004171317,0.6988903,0.0001331936,0.000415787,0.02946278,0.01067078,0.1612082],"study_design_scores_gemma":[0.009078765,0.01533148,0.7323508,0.001222265,0.0004429294,0.00001942387,0.2229035,0.005625912,0.0003687608,0.006205739,0.005303007,0.001147419],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928932,0.0001703445,0.002252235,0.00008601649,0.0001221554,0.002514137,0.00002617165,0.00009948172,0.001836221],"genre_scores_gemma":[0.9966944,9.368803e-8,0.000158423,0.0000288029,0.00007055339,0.0008890067,0.00003508341,0.00003288667,0.00209076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6400169,"threshold_uncertainty_score":0.5228953,"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."}}