{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004900176,0.0002266791,0.0006127186,0.00008388187,0.0001732907,0.00001225268,0.0001715416,0.0001318966,0.00003603932],"category_scores_gemma":[0.0003181684,0.0001108989,0.00007777085,0.0002214279,0.001000881,0.0001177305,0.00008686187,0.000338181,0.000006511397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004599701,"about_ca_system_score_gemma":0.0001840112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001303264,"about_ca_topic_score_gemma":0.0000846314,"domain_scores_codex":[0.997942,0.0003153709,0.0005728172,0.0002991856,0.0005307865,0.0003398641],"domain_scores_gemma":[0.9986105,0.0001687841,0.0002951398,0.0003393775,0.0004839721,0.0001022292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002486858,0.0007161817,0.992893,0.00007128353,0.0003939518,0.0001501277,0.0005968823,0.000005676036,0.00006663884,0.00001220432,0.002037569,0.0005696405],"study_design_scores_gemma":[0.004663477,0.0004975963,0.9914562,0.0004842088,0.0003258958,0.0001865655,0.0005995726,0.00005109159,0.0008213985,0.00008401085,0.0006462492,0.0001838001],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968007,0.0005260297,0.00005397408,0.001597319,0.0001094689,0.0004694521,0.000003932802,0.00003083876,0.0004083302],"genre_scores_gemma":[0.9976192,0.00002369251,0.0005850606,0.001603769,0.0001191357,0.00002092015,0.00000562218,0.00001649441,0.000006175175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002176619,"threshold_uncertainty_score":0.4522326,"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."}}