{"id":"W4390003534","doi":"10.33425/2833-0382.1008","title":"Improving Sleep and Quality of Life after Use of a Haptic Vibrotactile Trigger Technology, Drug-Free, Topical Patch: Results from the HARMONI Study","year":2023,"lang":"en","type":"article","venue":"International Journal of Family Medicine & Healthcare","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Sleep (system call); Quality of life (healthcare); Physical medicine and rehabilitation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003214415,0.0002801148,0.0008297007,0.0003649381,0.0004356235,0.0006830869,0.0004246791,0.000493433,0.001839523],"category_scores_gemma":[0.004708268,0.0001683918,0.002249861,0.0005441337,0.0003121482,0.0006595873,0.0007802303,0.0008846882,0.0003650121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003891588,"about_ca_system_score_gemma":0.0005498629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001892239,"about_ca_topic_score_gemma":0.002826015,"domain_scores_codex":[0.9989867,0.0004156173,0.0001504699,0.000124339,0.000233745,0.00008909675],"domain_scores_gemma":[0.9968886,0.0009674751,0.001052012,0.0002779029,0.0004743142,0.0003398491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1110231,0.01283949,0.5992442,0.005766456,0.01555271,0.0002232798,0.002302411,0.0008266993,0.002437149,0.0007961086,0.01664083,0.2323476],"study_design_scores_gemma":[0.009767209,0.02415459,0.9507142,0.0004418506,0.004547059,0.0002368938,0.0007528847,0.0004945006,0.000378078,0.0002597218,0.008181212,0.00007171783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798273,0.006928842,0.0003848094,0.000743088,0.00009024249,0.000976706,0.006006675,0.00002095582,0.005021398],"genre_scores_gemma":[0.9844251,0.004048264,0.001149804,0.001326231,0.0001701302,0.001255042,0.00566279,0.0000221414,0.001940529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003214415,"threshold_uncertainty_score":0.01699966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2186219491494341,"score_gpt":0.4133844886254017,"score_spread":0.1947625394759676,"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."}}