{"id":"W2904698265","doi":"10.2340/00015555-3105","title":"Measurement of Nocturnal Scratching in Patients with Pruritus Using a Smartwatch: Initial Clinical Studies with the Itch Tracker App","year":2018,"lang":"en","type":"article","venue":"Acta Dermato Venereologica","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"SKiN Health","funders":"Galderma","keywords":"Scratching; Atopic dermatitis; Medicine; Nocturnal; Eczema Area and Severity Index; Dermatology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.002143044,0.0005926131,0.0007411859,0.0003578613,0.0002678495,0.0003557251,0.0002150855,0.0005590093,0.0006417438],"category_scores_gemma":[0.004244853,0.0002045036,0.0002993437,0.0002959094,0.0003469002,0.0004777523,0.0002706579,0.000502261,0.0002384937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001396441,"about_ca_system_score_gemma":0.0001267427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004451934,"about_ca_topic_score_gemma":0.0007018188,"domain_scores_codex":[0.9986103,0.0007264329,0.0001261423,0.0002381836,0.0002364466,0.0000624384],"domain_scores_gemma":[0.9972233,0.001568417,0.0003478016,0.0001579845,0.0004814577,0.0002210757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009218745,0.003246168,0.8399882,0.001097128,0.0003317,0.001700963,0.002059189,0.000709847,0.05592471,0.00006021392,0.0003838328,0.08527924],"study_design_scores_gemma":[0.00044091,0.05843464,0.9211124,0.00005402683,0.000272577,0.005411124,0.0005653679,0.00177717,0.0107788,0.00004830167,0.001057272,0.00004733058],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952301,0.00141108,0.001883405,0.00003981886,0.00002049852,0.0002794329,0.0000822562,0.00002453459,0.001028918],"genre_scores_gemma":[0.9972026,0.000382375,0.001928662,0.00007976706,0.00002267811,0.0001120937,0.00009037577,0.000003872751,0.0001776357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002143044,"threshold_uncertainty_score":0.01133364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08398670782845055,"score_gpt":0.3578066981641221,"score_spread":0.2738199903356716,"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."}}