{"id":"W3191528200","doi":"10.1109/bhi50953.2021.9508585","title":"Chatsum: An Intelligent Medical Chat Summarization Tool","year":2021,"lang":"en","type":"article","venue":"","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Automatic summarization; Computer science; Upload; World Wide Web; Service (business); Usability; Multimedia; The Internet; Human–computer interaction; Information retrieval","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":[0.001943962,0.001831534,0.0007129551,0.004237565,0.0006256245,0.001161624,0.001294234,0.000893831,0.01135932],"category_scores_gemma":[0.01024553,0.0004336181,0.0007745805,0.00131995,0.0002232124,0.001501567,0.001166478,0.0008654853,0.004191296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005034013,"about_ca_system_score_gemma":0.000797469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001556547,"about_ca_topic_score_gemma":0.002959018,"domain_scores_codex":[0.9988111,0.0003905866,0.0002050985,0.0002626462,0.0002840787,0.00004646072],"domain_scores_gemma":[0.9936621,0.003971588,0.0006578697,0.0003636589,0.001091241,0.0002535595],"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":[0.001603621,0.0003701074,0.004333897,0.003865243,0.0003998196,0.001029947,0.002516491,0.006126855,0.04615968,0.002936758,0.1728947,0.757763],"study_design_scores_gemma":[0.00089546,0.001680342,0.02544516,0.0009552456,0.0008315952,0.003012377,0.002672436,0.4262291,0.1380438,0.01703754,0.3826213,0.0005756365],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03243297,0.001242366,0.6305557,0.001155602,0.000578057,0.001482522,0.03021747,0.2971311,0.00520423],"genre_scores_gemma":[0.1466652,0.000719385,0.7769182,0.0005536232,0.0004850503,0.001541935,0.05630756,0.005145311,0.01166372],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01135932,"threshold_uncertainty_score":0.03800076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0184921892785718,"score_gpt":0.2957641800822204,"score_spread":0.2772719908036486,"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."}}