{"id":"W4401016221","doi":"10.3390/info15080435","title":"Survey on Knowledge Representation Models in Healthcare","year":2024,"lang":"en","type":"article","venue":"Information","topic":"Artificial Intelligence in Healthcare","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski; Université du Québec à Chicoutimi","funders":"","keywords":"Health care; Representation (politics); Computer science; Knowledge management; Data science; Political 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":[0.003939222,0.0009375526,0.001400501,0.005936208,0.0005970107,0.004294687,0.002572511,0.001588519,0.00646699],"category_scores_gemma":[0.01299758,0.0006349455,0.001614647,0.01263006,0.0007765261,0.006697113,0.001361393,0.001362021,0.001958537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002487762,"about_ca_system_score_gemma":0.002922666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005396811,"about_ca_topic_score_gemma":0.00312394,"domain_scores_codex":[0.9973118,0.000927073,0.0004180033,0.0003156985,0.0008794637,0.0001479464],"domain_scores_gemma":[0.9897893,0.008081715,0.000365143,0.0005950141,0.001037244,0.0001314678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001217682,0.0001600405,0.001849874,0.006802548,0.0001963875,0.0002226733,0.0005341868,0.01284219,0.0006102095,0.1643239,0.03508586,0.7772503],"study_design_scores_gemma":[0.000041048,0.0002232698,0.002731613,0.0100838,0.0004037103,0.001305725,0.001002579,0.05546132,0.001900773,0.1845151,0.7422124,0.0001187951],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01169023,0.5904927,0.306508,0.01710932,0.0009333323,0.0004571551,0.002836296,0.001199626,0.06877343],"genre_scores_gemma":[0.08572148,0.7029986,0.1937389,0.00330741,0.001123855,0.0004647318,0.00590585,0.0002111713,0.006528053],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00646699,"threshold_uncertainty_score":0.02163422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3455528761600181,"score_gpt":0.5487139623426153,"score_spread":0.2031610861825972,"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."}}