{"id":"W2122002109","doi":"10.1586/erd.10.30","title":"Self-treatment of benign paroxysmal positional vertigo with Dizzyfix™, a new dynamic visual device","year":2010,"lang":"en","type":"article","venue":"Expert Review of Medical Devices","topic":"Vestibular and auditory disorders","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benign paroxysmal positional vertigo; Medicine; Vertigo; Physical medicine and rehabilitation; Audiology; Computer science; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000195485,0.0002307013,0.0005215371,0.0000504868,0.000070972,0.00001308166,0.0004402533,0.0001135792,0.0008146386],"category_scores_gemma":[0.0004059493,0.0001486473,0.0001450486,0.0002609452,0.000230849,0.0001414564,0.00005094257,0.000163789,0.0000355773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002297264,"about_ca_system_score_gemma":0.0005029574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008886786,"about_ca_topic_score_gemma":0.0001840863,"domain_scores_codex":[0.9974207,0.000137783,0.0004848547,0.0003908861,0.001313878,0.0002519574],"domain_scores_gemma":[0.998804,0.0002798924,0.0002385407,0.000278947,0.00006058099,0.0003379899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007153747,0.01884435,0.01785767,0.03281411,0.0008693428,0.0008726316,0.006390549,0.00002893713,0.1957106,0.01513834,0.03033297,0.6804252],"study_design_scores_gemma":[0.004177278,0.00366716,0.003994953,0.01511007,0.0003382394,0.0004610562,0.0001844556,0.004112728,0.0556668,0.0001568231,0.9110799,0.001050558],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7783176,0.1827145,0.00259629,0.0294124,0.002221044,0.00216004,0.00005520109,0.0002917229,0.002231238],"genre_scores_gemma":[0.9426826,0.04556847,0.005208438,0.005884711,0.000441486,0.00007412363,0.00003095498,0.0000369615,0.00007226397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8807469,"threshold_uncertainty_score":0.8919722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0113883119285389,"score_gpt":0.332185703299089,"score_spread":0.3207973913705501,"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."}}