{"id":"W3185732190","doi":"10.3389/froh.2021.695759","title":"Predicting Treatment Nonresponse in Hispanic/Latino Children Receiving Silver Diamine Fluoride for Caries Arrest: A Pilot Study Using Machine Learning","year":2021,"lang":"en","type":"article","venue":"Frontiers in Oral Health","topic":"Oral microbiology and periodontitis research","field":"Dentistry","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Dental and Craniofacial Research; National Institutes of Health; School of Medicine, New York University; York University","keywords":"Medicine; Prevotella; Early childhood caries; Streptococcus sobrinus; Dentistry; Internal medicine; Biology; Streptococcus mutans; Oral health","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.002968247,0.0004755197,0.0004587069,0.0003539719,0.0003532491,0.0005277887,0.0004091667,0.00042379,0.001007029],"category_scores_gemma":[0.005148139,0.0002415682,0.0007936904,0.0002945331,0.0002912895,0.0003658876,0.0003752087,0.0007036143,0.0001652349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000598103,"about_ca_system_score_gemma":0.001006721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009700888,"about_ca_topic_score_gemma":0.009064695,"domain_scores_codex":[0.9992017,0.0004711435,0.00003417119,0.0001360557,0.00007056228,0.00008641878],"domain_scores_gemma":[0.9960906,0.002420038,0.0007566717,0.0002014808,0.0002739671,0.0002573034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001123079,0.00121818,0.9853607,0.00003452619,0.00008264957,0.00007620066,0.0004898509,0.00066332,0.0006408605,0.00003012833,0.0001288462,0.01015179],"study_design_scores_gemma":[0.0001017014,0.004086612,0.9593764,0.00004335504,0.0001434153,0.0001851093,0.002017968,0.03271629,0.0007477332,0.0001110434,0.0004497928,0.00002054884],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994885,0.00002829861,0.0002702647,0.00003302249,0.000002115115,0.00002763388,0.00008309599,0.000003583937,0.00006340653],"genre_scores_gemma":[0.9988417,0.00004487386,0.000736971,0.00001957151,0.000005626067,0.00004522425,0.0002044632,0.000004113796,0.0000975294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009700888,"threshold_uncertainty_score":0.01928884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05790730549499518,"score_gpt":0.3577689588924816,"score_spread":0.2998616533974864,"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."}}