{"id":"W4284711292","doi":"10.2196/38043","title":"Contextual Conversational Agent to Address Vaccine Hesitancy: Protocol for a Design-Based Research Study","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"AI in Service Interactions","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Al Jalila Foundation; Pfizer","keywords":"Usability; Computer science; Iterative design; Misinformation; Protocol (science); Research design; Knowledge management; Human–computer interaction; Medicine; Engineering; 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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01310867,0.0002640965,0.0003240687,0.00123532,0.002528044,0.000761448,0.004290428,0.00007029287,0.001443421],"category_scores_gemma":[0.0007972129,0.0002576525,0.0001202359,0.002988998,0.00007921347,0.0005749756,0.002578583,0.001563536,0.0002368343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001350324,"about_ca_system_score_gemma":0.002249325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009310156,"about_ca_topic_score_gemma":0.00007134955,"domain_scores_codex":[0.9873811,0.004845379,0.0006845183,0.001302307,0.00435626,0.00143043],"domain_scores_gemma":[0.9906924,0.004015233,0.0001373048,0.001737135,0.002947339,0.0004705397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01257966,0.01917985,0.002476608,0.0006605117,0.0001376435,0.0002586818,0.01146942,0.005829818,0.004166839,0.01288646,0.9215303,0.008824192],"study_design_scores_gemma":[0.01071968,0.02367035,0.001392816,0.0003863556,0.000001339746,0.00001090749,0.002463164,0.03429959,0.002930793,0.002684257,0.9209858,0.0004549178],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0000638972,2.198833e-7,0.06746813,0.005990119,0.00002364163,0.925853,0.00003652651,0.0001986586,0.0003658496],"genre_scores_gemma":[0.004261003,2.578494e-9,0.01407958,0.0004135392,0.0001700334,0.9795561,0.000008243041,0.00005063729,0.001460823],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05370318,"threshold_uncertainty_score":0.9999875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6218621546451713,"score_gpt":0.6110123777213574,"score_spread":0.01084977692381384,"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."}}