{"id":"W7117781306","doi":"10.5220/0013901300004919","title":"Exploration and Prediction for Healthcare Using AI Chatbot","year":2025,"lang":"","type":"article","venue":"","topic":"AI in Service Interactions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Chatbot; Health care; The Internet; Patient care; MEDLINE","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":[0.001970005,0.001067752,0.0008234764,0.001531494,0.0006765772,0.001269679,0.001066698,0.00191277,0.004721048],"category_scores_gemma":[0.008781707,0.0003738213,0.0006297799,0.0007499083,0.0004872634,0.001711123,0.00170501,0.00129544,0.001130813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007598089,"about_ca_system_score_gemma":0.001225775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009283636,"about_ca_topic_score_gemma":0.009970519,"domain_scores_codex":[0.9989599,0.0004974647,0.00005596158,0.0001896103,0.0001791184,0.0001179534],"domain_scores_gemma":[0.9928051,0.005986997,0.0002279986,0.0002796541,0.0003807051,0.0003195901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004577682,0.002280293,0.1070839,0.0008046831,0.0004261093,0.001942358,0.001698748,0.4469296,0.008312969,0.01589907,0.02764704,0.3823976],"study_design_scores_gemma":[0.00003244175,0.0001710432,0.002206011,0.00002652871,0.00002067517,0.00006373516,0.0001803617,0.987986,0.001275033,0.006883664,0.001137552,0.00001692493],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5472245,0.002198118,0.4205626,0.003471513,0.000475796,0.0004548034,0.002660015,0.0112472,0.01170541],"genre_scores_gemma":[0.956176,0.0001664757,0.03899477,0.0001769516,0.00004510104,0.0001203307,0.0008890399,0.0000751655,0.003356037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009283636,"threshold_uncertainty_score":0.0184592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07722717986755408,"score_gpt":0.3781410485453197,"score_spread":0.3009138686777657,"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."}}