{"id":"W3129976943","doi":"10.1007/s10278-021-00433-6","title":"Improved Appropriateness of Advanced Diagnostic Imaging After Implementation of Clinical Decision Support Mechanism","year":2021,"lang":"en","type":"article","venue":"Journal of Digital Imaging","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Appropriateness criteria; Clinical decision support system; Medical physics; Mechanism (biology); Decision support system; Medical imaging; Appropriate Use Criteria; Medicine; Computer science; Radiology; Data mining; Artificial intelligence","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":[0.004243981,0.0001380356,0.0002951594,0.00113207,0.0003530667,0.001196539,0.000662915,0.0005397273,0.002516818],"category_scores_gemma":[0.05217948,0.000272435,0.0005964081,0.001711174,0.0005403344,0.001144555,0.001278101,0.001367688,0.0002905911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001498616,"about_ca_system_score_gemma":0.001439885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009124051,"about_ca_topic_score_gemma":0.009937601,"domain_scores_codex":[0.9922333,0.002758063,0.00141597,0.001130754,0.001686964,0.0007749744],"domain_scores_gemma":[0.9121941,0.01961478,0.05782995,0.003842072,0.003720796,0.002798259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001034453,0.00004115581,0.9942573,0.00002287727,0.00003451859,0.00006817033,0.0001513311,0.0001804367,0.0001463701,0.00006331731,0.0002677182,0.00466325],"study_design_scores_gemma":[0.000005686087,0.00006647839,0.998515,0.00001663429,0.00001048249,0.0001780325,0.0001393224,0.000353348,0.0001516912,0.00005566191,0.0005020012,0.000005796869],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950918,0.0003401631,0.0007027976,0.0008077583,0.00001956512,0.00002924406,0.0008938938,0.00003581588,0.002078967],"genre_scores_gemma":[0.9987978,0.00007603018,0.0004311782,0.0001315887,0.00002818281,0.000007254389,0.0003747953,0.000006460883,0.0001466944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009124051,"threshold_uncertainty_score":0.02244461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2830075448799522,"score_gpt":0.5676436953217611,"score_spread":0.2846361504418089,"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."}}