{"id":"W7143624589","doi":"10.71465/ajainn616","title":"AI-Driven Decision Support Systems for Healthcare Providers","year":2023,"lang":"","type":"article","venue":"American Journal of Artificial Intelligence and Neural Networks","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Workflow; Decision support system; Clinical decision support system; Health care; Analytics; Healthcare delivery; Predictive analytics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002302074,0.0005571041,0.00148899,0.0008510594,0.0006815912,0.0003533983,0.0004477384,0.0003274271,0.000055919],"category_scores_gemma":[0.0009402089,0.0004935131,0.0005023148,0.002157406,0.001021163,0.0005996503,0.00009721454,0.001297191,0.00005226425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002349053,"about_ca_system_score_gemma":0.0008609603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001001854,"about_ca_topic_score_gemma":0.0001592152,"domain_scores_codex":[0.9931578,0.0003624451,0.003554187,0.0007107513,0.0007989472,0.001415889],"domain_scores_gemma":[0.991839,0.002698217,0.001933672,0.0004510965,0.001918552,0.001159462],"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":[0.00308057,0.0001629268,0.00261049,0.0002611443,0.0001391884,0.0001181448,0.003259275,0.08421028,0.00004931682,0.0008323093,0.005981276,0.8992951],"study_design_scores_gemma":[0.00006309633,0.01542874,0.0002583085,0.001232743,0.0003560754,0.0004512759,0.04832806,0.926234,0.0005354317,0.003407432,0.003175126,0.0005296909],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5801142,0.01053137,0.3262999,0.05655586,0.02271966,0.00356293,0.00006241561,0.0001357084,0.00001798214],"genre_scores_gemma":[0.9720128,0.0186906,0.0004599001,0.002886171,0.005693194,0.0000507599,0.00003215644,0.00009273792,0.00008173579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8987654,"threshold_uncertainty_score":0.9997516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1439338370529415,"score_gpt":0.42713529419978,"score_spread":0.2832014571468384,"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."}}