{"id":"W4210512459","doi":"10.2196/preprints.11879","title":"Assessing the Need for Mobile Health (mHealth) in Monitoring the Diabetic Lower Extremity (Preprint)","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Diabetic Foot Ulcer Assessment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"mHealth; Medicine; Diabetic foot; Mobile phone; Context (archaeology); Phone; Telemedicine; Amputation; Health care; Foot (prosody); Diabetes mellitus; Medical emergency; Family medicine; Nursing; Surgery; Psychological intervention; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002825496,0.0001075221,0.0001734472,0.000497346,0.0006120066,0.001186886,0.0003744385,0.0006283431,0.002481237],"category_scores_gemma":[0.01635398,0.0001544594,0.0003463271,0.0007094483,0.0002651956,0.0007922578,0.000726516,0.0004807541,0.0002711096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001719545,"about_ca_system_score_gemma":0.002146106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06398104,"about_ca_topic_score_gemma":0.1499851,"domain_scores_codex":[0.998157,0.0006566972,0.0003568755,0.0001097001,0.0004710965,0.0002487341],"domain_scores_gemma":[0.9929019,0.002106634,0.002247666,0.00009743436,0.001282074,0.001364231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001355996,0.0002076504,0.9505517,0.0003101847,0.00002832451,0.0001657041,0.00220987,0.00008115463,0.0002413285,0.00002912086,0.002166009,0.04387334],"study_design_scores_gemma":[0.00001743886,0.0004482398,0.9909513,0.0002560137,0.00004249519,0.0002762343,0.005527994,0.0003663645,0.00008220274,0.00001952676,0.001998944,0.000013301],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927276,0.0009589731,0.0001443957,0.002211731,0.00002852274,0.0001197207,0.0003157494,0.00001308298,0.003480254],"genre_scores_gemma":[0.9968774,0.0008838057,0.001030766,0.0005561945,0.00002461737,0.00005827068,0.0001530816,0.000002506443,0.000413308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06398104,"threshold_uncertainty_score":0.1272173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05568349501157299,"score_gpt":0.3977381011088353,"score_spread":0.3420546060972623,"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."}}