{"id":"W4223655014","doi":"10.2196/36709","title":"The Architecture of a Feasibility Query Portal for Distributed COVID-19 Fast Healthcare Interoperability Resources (FHIR) Patient Data Repositories: Design and Implementation Study","year":2022,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Interoperability; Database; Health informatics; Data exchange; Scalability; Ontology; Query language; Information retrieval; World Wide Web; Health care","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01405946,0.000690998,0.0005867028,0.001299069,0.001047779,0.004076074,0.003497728,0.001903403,0.003895319],"category_scores_gemma":[0.009143307,0.001066372,0.001153796,0.00084844,0.00159106,0.004839247,0.00427497,0.001963917,0.001321362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002232764,"about_ca_system_score_gemma":0.005278529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004928973,"about_ca_topic_score_gemma":0.00274608,"domain_scores_codex":[0.9940421,0.002278973,0.0006283179,0.001155012,0.001265084,0.0006305756],"domain_scores_gemma":[0.994646,0.001453957,0.0004231816,0.001117832,0.001441257,0.0009178416],"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":[0.004734265,0.006424584,0.0792577,0.0027937,0.0006623148,0.00448808,0.01772438,0.05991095,0.2108118,0.1006346,0.02832542,0.4842322],"study_design_scores_gemma":[0.001819538,0.005250838,0.02971694,0.0007040285,0.0007545549,0.003112315,0.005988039,0.6383201,0.1390237,0.01619924,0.1585156,0.0005951735],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09587068,0.0002565101,0.8783001,0.001088425,0.00007782315,0.004477961,0.0003981724,0.01473862,0.004791744],"genre_scores_gemma":[0.2368517,0.0002727017,0.7533964,0.0004883533,0.00003005733,0.002013585,0.001488776,0.001095492,0.004362858],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01405946,"threshold_uncertainty_score":0.07435441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1100986257737229,"score_gpt":0.4912157816254843,"score_spread":0.3811171558517614,"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."}}