{"id":"W3200742808","doi":"10.2196/27850","title":"Chatbot for Health Care and Oncology Applications Using Artificial Intelligence and Machine Learning: Systematic Review","year":2021,"lang":"en","type":"review","venue":"JMIR Cancer","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":528,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; York University; University of Toronto; Western University","funders":"Canadian Institutes of Health Research","keywords":"Chatbot; Workflow; Health care; Safeguarding; Clinical decision support system; Medicine; Knowledge management; Computer science; Medical education; Artificial intelligence; Nursing; Decision support system; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.008345635,0.001139258,0.004720342,0.01001232,0.0007792464,0.002633838,0.00213952,0.002205987,0.008074677],"category_scores_gemma":[0.05076851,0.0007588501,0.005270035,0.009898357,0.0009947949,0.00296459,0.002188631,0.001773175,0.0005575346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002856216,"about_ca_system_score_gemma":0.01355928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006754638,"about_ca_topic_score_gemma":0.01795437,"domain_scores_codex":[0.9931224,0.002864199,0.001962362,0.0004893179,0.001370411,0.0001914636],"domain_scores_gemma":[0.9314178,0.05915476,0.005652473,0.0005937493,0.002697218,0.0004839002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000163903,0.00003725912,0.0004641559,0.8933808,0.002116631,0.00006339423,0.0002109895,0.0001280986,0.00009103886,0.0002825679,0.002693162,0.100368],"study_design_scores_gemma":[0.0001425682,0.000235961,0.00291279,0.9448578,0.01653221,0.000402476,0.0003821921,0.0002403766,0.0001554394,0.0005456659,0.03354802,0.00004453718],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005090074,0.9982044,0.0002285173,0.0002813461,0.00007579459,0.0001888667,0.0002330811,0.00001553863,0.0002635039],"genre_scores_gemma":[0.009259871,0.9880368,0.00108317,0.0005920589,0.00007022543,0.0005711425,0.0002586185,0.00001093984,0.0001172238],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01001232,"threshold_uncertainty_score":0.04413646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.447227911396766,"score_gpt":0.5870085991151851,"score_spread":0.1397806877184191,"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."}}