{"id":"W3092919360","doi":"10.2196/17881","title":"Light-Induced Fluorescence-Based Device and Hybrid Mobile App for Oral Hygiene Management at Home: Development and Usability Study","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Dental Research and COVID-19","field":"Dentistry","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Foundation of Korea; National Research Foundation","keywords":"Computer science; Usability; Mobile device; Artificial intelligence; Computer vision; Human–computer interaction; World Wide Web","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":[0.00386963,0.0009925994,0.0006597834,0.00108405,0.0002829333,0.0009155872,0.0009875511,0.0008776844,0.003882676],"category_scores_gemma":[0.007551907,0.0004189865,0.0006920301,0.0003004734,0.0003719486,0.001292026,0.001016127,0.0005436404,0.001195965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003160362,"about_ca_system_score_gemma":0.000457227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000780771,"about_ca_topic_score_gemma":0.001330261,"domain_scores_codex":[0.9983736,0.0006483168,0.0001588691,0.0002392211,0.0004111845,0.0001686968],"domain_scores_gemma":[0.9945484,0.003292616,0.0001776482,0.0002913118,0.001435202,0.000254848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003920108,0.01251701,0.06737504,0.009866754,0.0005935394,0.006631971,0.01583142,0.002567054,0.1176142,0.001672895,0.02105858,0.7403515],"study_design_scores_gemma":[0.002780826,0.08922305,0.4058437,0.005299235,0.003566366,0.03050722,0.02109821,0.09008837,0.17742,0.002111167,0.1708416,0.001220188],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9529588,0.001365944,0.03341229,0.0002768771,0.0001336885,0.004765163,0.0006286786,0.002017234,0.004441345],"genre_scores_gemma":[0.8278127,0.002057402,0.1527438,0.0005898508,0.000071118,0.005969543,0.001086866,0.000420485,0.009248154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003882676,"threshold_uncertainty_score":0.02046478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08315620424093087,"score_gpt":0.3969850728176911,"score_spread":0.3138288685767602,"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."}}