{"id":"W7084027948","doi":"10.64628/aam.rx7accs5y","title":"Chatbots can help clinicians become better communicators, and this could boost vaccine uptake","year":2025,"lang":"en","type":"article","venue":"","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Roads University","funders":"","keywords":"Chatbot; MEDLINE; mHealth; Telemedicine; Pandemic","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01265961,0.001134178,0.0008049625,0.001566323,0.003503377,0.00391028,0.001698856,0.003664187,0.1094414],"category_scores_gemma":[0.08573991,0.0005429446,0.0008205766,0.0006153909,0.0009807041,0.006685412,0.006544165,0.004166517,0.02605202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001277811,"about_ca_system_score_gemma":0.003524792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001222155,"about_ca_topic_score_gemma":0.002771121,"domain_scores_codex":[0.9898705,0.007230087,0.0004495743,0.0006366212,0.000896989,0.0009162878],"domain_scores_gemma":[0.8756149,0.08350035,0.00671367,0.003987144,0.006822514,0.02336141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00160127,0.005152406,0.02945136,0.004872562,0.0002230239,0.001236993,0.01500571,0.0007172858,0.00429594,0.007262246,0.3856256,0.5445556],"study_design_scores_gemma":[0.002000873,0.007912941,0.05898818,0.01143016,0.0006817398,0.002249527,0.03715195,0.00606719,0.005876348,0.04255217,0.8244858,0.0006031453],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2591776,0.01872163,0.06962742,0.3192303,0.03549762,0.00452154,0.00461935,0.01710518,0.2714995],"genre_scores_gemma":[0.7489201,0.008061341,0.05419393,0.07859918,0.01215606,0.005386986,0.002466132,0.00116026,0.08905607],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1094414,"threshold_uncertainty_score":0.3661181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02297746170929304,"score_gpt":0.3108236687403544,"score_spread":0.2878462070310613,"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."}}