{"id":"W4290053050","doi":"10.2196/38386","title":"The Pragmatic Return to Effective Dental Infection Control Through Triage and Testing (PREDICT) Study: Protocol for a Prospective Clinical Study in the National Dental Practice–Based Research Network","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Dental Research and COVID-19","field":"Dentistry","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Dental and Craniofacial Research; National Institutes of Health","keywords":"Triage; Medicine; Protocol (science); Pandemic; Infection control; Workforce; Health care; Family medicine; Private practice; Dental practice; Medical emergency; Coronavirus disease 2019 (COVID-19); Dentistry; Alternative medicine; Intensive care medicine; Pathology","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":[0.07901359,0.007038449,0.009121796,0.003699462,0.006458424,0.005805504,0.004858021,0.008502555,0.07137854],"category_scores_gemma":[0.06586779,0.005175851,0.004230957,0.00521963,0.004647565,0.005599953,0.003353379,0.009101669,0.02073269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007713255,"about_ca_system_score_gemma":0.027038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00345775,"about_ca_topic_score_gemma":0.005978879,"domain_scores_codex":[0.9461143,0.03691004,0.00606744,0.004043947,0.003653994,0.003210283],"domain_scores_gemma":[0.9657384,0.007835157,0.006633169,0.007564643,0.007914613,0.004314108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.6470618,0.06216459,0.006216838,0.04443809,0.00171753,0.001827406,0.005425281,0.005822903,0.007816779,0.02110745,0.1075185,0.08888285],"study_design_scores_gemma":[0.6400997,0.0630064,0.01835394,0.01657005,0.0007552131,0.0005137792,0.002282565,0.00801163,0.003886179,0.01167832,0.2341419,0.0007002287],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0006593291,0.00006855569,0.001087991,0.00008651635,0.0001338637,0.9969413,0.0005739867,0.00003841762,0.0004100901],"genre_scores_gemma":[0.0005886438,0.00003667301,0.001344928,0.00007276735,0.00002184518,0.9977528,0.00008970004,0.000004136323,0.00008840593],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.07901359,"threshold_uncertainty_score":0.4178688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4108491659287413,"score_gpt":0.6587809212478041,"score_spread":0.2479317553190628,"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."}}