{"id":"W4377565164","doi":"10.2196/49239","title":"Patient Acceptability of Symptom Screening and Patient Education Using a Chatbot for Autoimmune Inflammatory Diseases: Survey Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chatbot; Medicine; Referral; Family medicine; Patient experience; Rheumatology; Patient education; Cohort; Internal medicine; Physical therapy; Health care; World Wide Web","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":[0.005764486,0.000248103,0.000415761,0.0009705533,0.0005649402,0.0008773491,0.000359345,0.0007522854,0.001493416],"category_scores_gemma":[0.01099276,0.000350526,0.0007714204,0.0009387907,0.000563987,0.0009259132,0.0009111054,0.0008222935,0.0003968528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008851232,"about_ca_system_score_gemma":0.0006497778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002422707,"about_ca_topic_score_gemma":0.002719002,"domain_scores_codex":[0.9960615,0.002149343,0.0005401406,0.0002887949,0.0006036801,0.0003564917],"domain_scores_gemma":[0.9903915,0.004130253,0.002596551,0.0003532927,0.001294937,0.001233495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001982388,0.0007839524,0.984381,0.0001044259,0.00006008907,0.0001772272,0.00664107,0.00009443794,0.0004237863,0.00002790739,0.0002620028,0.006845858],"study_design_scores_gemma":[0.00004083578,0.002751961,0.9870021,0.0000329451,0.00004682108,0.0005325779,0.007767277,0.0007486524,0.0002783206,0.00001890864,0.0007516087,0.00002793224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993485,0.00003586551,0.00009989519,0.00004217032,0.000001646291,0.00006605012,0.0001236555,0.00000325302,0.0002789039],"genre_scores_gemma":[0.9993234,0.00005809344,0.0002092169,0.00006985608,0.000004393258,0.0001055657,0.0001188703,0.000001842603,0.0001087947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005764486,"threshold_uncertainty_score":0.03048587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1317251790952161,"score_gpt":0.5129797847004842,"score_spread":0.3812546056052681,"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."}}