{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002593076,0.0001779117,0.0001803506,0.0002539431,0.0006669508,0.000500794,0.0002564741,0.0001488704,0.00002017101],"category_scores_gemma":[0.0000473513,0.0001949853,0.00006116405,0.0005695396,0.0000432397,0.003026414,0.0002367992,0.0001858865,0.000007048492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002144624,"about_ca_system_score_gemma":0.0003112651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005322947,"about_ca_topic_score_gemma":0.0004608017,"domain_scores_codex":[0.9984064,0.00007810156,0.0004760771,0.0005835783,0.0001602209,0.000295664],"domain_scores_gemma":[0.9986306,0.0001516722,0.0001284687,0.000442537,0.0005525944,0.00009406725],"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":[0.0001506657,0.0003325749,0.002558088,0.001529666,0.0001918834,0.000002216414,0.01011357,0.004603795,0.002820725,0.5378385,0.01336585,0.4264925],"study_design_scores_gemma":[0.0003308906,0.0001674273,0.0003460763,0.000286726,0.00003569083,0.000008122406,0.0008421497,0.9574051,0.001338629,0.02854697,0.0105631,0.0001291443],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002442322,0.0003974749,0.888552,0.1032587,0.003983662,0.0007987772,0.00002064253,0.0001200568,0.0004263407],"genre_scores_gemma":[0.9091056,0.0003108128,0.07642376,0.01008883,0.0004424021,0.0001624121,0.00001654466,0.00001906685,0.003430585],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9528013,"threshold_uncertainty_score":0.7951269,"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."}}