{"id":"W4315783472","doi":"10.1109/icet56601.2022.10004621","title":"DocOnTap: AI-based disease diagnostic system and recommendation system","year":2022,"lang":"en","type":"article","venue":"","topic":"Artificial Intelligence in Healthcare","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Random forest; Medical diagnosis; Schedule; Computer science; Artificial intelligence; Machine learning; Decision tree; Logistic regression; Classifier (UML); Work schedule; Work (physics); Medicine; Engineering","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":[0.0007029025,0.001127012,0.001139237,0.004069073,0.0007353349,0.001046841,0.001699174,0.001233364,0.01406357],"category_scores_gemma":[0.001807899,0.0003467376,0.0008991671,0.002683423,0.0001495107,0.0009157613,0.0006521039,0.0007095156,0.009757256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00106572,"about_ca_system_score_gemma":0.001406453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03000231,"about_ca_topic_score_gemma":0.0295089,"domain_scores_codex":[0.9994301,0.00005609138,0.00009786701,0.0001768535,0.0001875624,0.00005156531],"domain_scores_gemma":[0.9990454,0.0001945895,0.00006289565,0.0001352332,0.0004495603,0.0001122854],"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":[0.001606933,0.0005887871,0.01635014,0.001530932,0.0004056601,0.001015704,0.0001204949,0.00391363,0.01230318,0.001442939,0.4438801,0.5168415],"study_design_scores_gemma":[0.001531766,0.001293893,0.05679182,0.0005706511,0.00127317,0.005009396,0.0003494597,0.4179977,0.07404789,0.008498727,0.4319911,0.000644387],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"empirical","genre_scores_codex":[0.0591736,0.0110665,0.2408253,0.004700384,0.001912965,0.003350113,0.2355965,0.4043761,0.03899868],"genre_scores_gemma":[0.3239847,0.005439096,0.3345224,0.004475845,0.0007052618,0.002231919,0.2846709,0.001203984,0.04276595],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03000231,"threshold_uncertainty_score":0.05965531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1047029847597231,"score_gpt":0.4496147167314599,"score_spread":0.3449117319717368,"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."}}