{"id":"W3164811543","doi":"10.3233/shti210215","title":"Towards a Knowledge Graph-Based Explainable Decision Support System in Healthcare","year":2021,"lang":"en","type":"book-chapter","venue":"Studies in health technology and informatics","topic":"Artificial Intelligence in Healthcare","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"","keywords":"Knowledge graph; Computer science; Decision support system; Health professionals; Clinical decision support system; Health care; Healthcare system; Graph; Knowledge management; Artificial intelligence; Data science; Theoretical computer science","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":[0.001403537,0.0006767952,0.0003799626,0.001228959,0.0005718196,0.002775447,0.001678952,0.00150269,0.008239705],"category_scores_gemma":[0.00320021,0.0004656083,0.001105269,0.001220063,0.0009249225,0.003641917,0.00235201,0.002457677,0.002219213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001187853,"about_ca_system_score_gemma":0.001389565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005462504,"about_ca_topic_score_gemma":0.006138988,"domain_scores_codex":[0.999392,0.0002143232,0.00005472477,0.0001198895,0.0001845069,0.00003450046],"domain_scores_gemma":[0.9990331,0.0006099305,0.00005488394,0.0001117957,0.0001459638,0.00004431119],"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":[0.00009477511,0.0001142962,0.001025931,0.0007379091,0.0001429647,0.0007965798,0.001735796,0.07297754,0.00889038,0.5144713,0.02589474,0.3731178],"study_design_scores_gemma":[0.00003709951,0.0000558258,0.000578988,0.0003379282,0.0001189407,0.0004097293,0.0002893873,0.4728,0.006915023,0.3352846,0.1831169,0.00005568739],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003524,0.0006866459,0.9842519,0.001887259,0.0000950952,0.0001385573,0.000410367,0.002541428,0.006464799],"genre_scores_gemma":[0.03162291,0.001031852,0.9576489,0.0005195483,0.00005778675,0.0001455208,0.001291531,0.0002542273,0.007427757],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008239705,"threshold_uncertainty_score":0.02756459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.172567831044223,"score_gpt":0.4782929733626078,"score_spread":0.3057251423183848,"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."}}