{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006494167,0.00009838666,0.0001773806,0.003615333,0.001029885,0.00006265903,0.001043963,0.0002266781,0.000005458177],"category_scores_gemma":[0.001335575,0.00009188862,0.00002114188,0.001840478,0.0004126002,0.0001009514,0.0002733502,0.001813256,0.00001651844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001975448,"about_ca_system_score_gemma":0.002073865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001659352,"about_ca_topic_score_gemma":0.0001457259,"domain_scores_codex":[0.9974576,0.00004916585,0.0005428091,0.0003244938,0.0007461514,0.0008798287],"domain_scores_gemma":[0.997118,0.0006377947,0.00007038091,0.0002018968,0.001830345,0.0001415778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001120046,0.00002384211,0.0079094,0.0003809934,0.00001025588,0.00002392903,0.0002382381,0.0007453582,0.006943683,0.9494818,0.0007163712,0.03341407],"study_design_scores_gemma":[0.001947437,0.0003813448,0.002234541,0.005750334,0.000006678208,0.00007163491,0.02541593,0.6401355,0.0150229,0.151046,0.1574512,0.0005365055],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4251599,0.001279553,0.08317585,0.4649254,0.01407882,0.005064406,0.00004461204,0.0008165411,0.005454961],"genre_scores_gemma":[0.9965757,0.0000447605,0.002057947,0.0006062493,0.000173174,0.0004813822,0.000001147059,0.00001100845,0.0000485927],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7984359,"threshold_uncertainty_score":0.792115,"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."}}