{"id":"W4409902518","doi":"10.22214/ijraset.2025.69526","title":"AI-Based Healthcare Chatbot System","year":2025,"lang":"en","type":"article","venue":"International Journal for Research in Applied Science and Engineering Technology","topic":"Artificial Intelligence in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Chatbot; Healthcare system; Health care; Computer science; World Wide Web; Political science","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":[0.0008317227,0.0007364349,0.000496337,0.0008461488,0.0007520879,0.0009416811,0.001589095,0.001174235,0.02011607],"category_scores_gemma":[0.002627052,0.0002591948,0.0003588839,0.0003152156,0.000314731,0.0009831238,0.001271876,0.0008083667,0.008263841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007013942,"about_ca_system_score_gemma":0.000886078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003306163,"about_ca_topic_score_gemma":0.002423121,"domain_scores_codex":[0.9995221,0.00013381,0.00004911856,0.0001337771,0.0001134059,0.00004780625],"domain_scores_gemma":[0.998615,0.0006640708,0.00006966005,0.0001006077,0.0002797534,0.0002708636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005044602,0.001882246,0.006205162,0.003735739,0.0003252041,0.005476589,0.003081804,0.01403911,0.1272823,0.01587928,0.3664613,0.4505866],"study_design_scores_gemma":[0.0009975614,0.001299032,0.01126157,0.0004181935,0.0003064875,0.004115685,0.001422195,0.4813812,0.05045892,0.02325363,0.4247066,0.0003788668],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1501869,0.00494446,0.4060867,0.005712291,0.003018525,0.002645156,0.01201066,0.3104778,0.1049175],"genre_scores_gemma":[0.6604915,0.001195756,0.1879326,0.004806905,0.0006999393,0.002102264,0.0198383,0.002297733,0.120635],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02011607,"threshold_uncertainty_score":0.06729496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.193200462603666,"score_gpt":0.5724545242797762,"score_spread":0.3792540616761102,"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."}}