{"id":"W4384949726","doi":"10.2196/47553","title":"Current Status and Trends in mHealth-Based Research for Treatment and Intervention in Tinnitus: Bibliometric and Comparative Product Analysis","year":2023,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Hearing, Cochlea, Tinnitus, Genetics","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Peking University; Zhejiang University","keywords":"mHealth; Tinnitus; Health care; Medicine; Systematic review; MEDLINE; Medical education; Psychology; Family medicine; Gerontology; Psychiatry; Psychological intervention; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.05404923,0.0015805,0.01024989,0.1696773,0.001231036,0.009176019,0.002231122,0.002033188,0.004388984],"category_scores_gemma":[0.203225,0.001119682,0.01008724,0.1799252,0.002386515,0.007255091,0.003419477,0.001417085,0.0007024762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007091915,"about_ca_system_score_gemma":0.01924257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00844367,"about_ca_topic_score_gemma":0.01339451,"domain_scores_codex":[0.9384834,0.01632294,0.02670844,0.0036831,0.01397806,0.0008241481],"domain_scores_gemma":[0.6105237,0.2970466,0.04663424,0.006087472,0.03775103,0.001956938],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.0005951517,0.0001126751,0.0260674,0.687027,0.02388253,0.0002062004,0.001601576,0.0003691108,0.0004690801,0.002273394,0.005457485,0.2519384],"study_design_scores_gemma":[0.0003939908,0.0006247644,0.1259736,0.624138,0.1556154,0.001202132,0.004151721,0.001445755,0.0008056132,0.005637734,0.07977711,0.0002341977],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.004933898,0.9887406,0.000608933,0.001451012,0.0001960034,0.0002635802,0.002460328,0.00004987922,0.001295778],"genre_scores_gemma":[0.05682212,0.9338232,0.003861712,0.0009175502,0.0004233318,0.0008476485,0.003048097,0.00005179659,0.0002045647],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9459507,"threshold_uncertainty_score":0.2858431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5339107916064132,"score_gpt":0.5633956407773281,"score_spread":0.02948484917091487,"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."}}