{"id":"W3095992212","doi":"10.2196/24021","title":"Videoconferencing-Based Telemental Health: Important Questions for the COVID-19 Era From Clinical and Patient-Centered Perspectives","year":2020,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences","keywords":"Mental health; Social distance; Telehealth; Psychological intervention; Videoconferencing; Telemedicine; Affect (linguistics); Telepsychiatry; Digital health; Nursing; Medicine; Health care; Adaptation (eye); Psychology; Medical education; Coronavirus disease 2019 (COVID-19); Psychiatry; Disease; Multimedia","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006099542,0.0002338055,0.0005438586,0.00006823774,0.0006760675,0.00002688101,0.00008914828,0.00006055247,0.0002782574],"category_scores_gemma":[0.0002392936,0.0001726738,0.0001284119,0.0001608722,0.0001777781,0.00007567653,0.0000483921,0.0003500672,0.000005079809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004864941,"about_ca_system_score_gemma":0.00231551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003391757,"about_ca_topic_score_gemma":0.001053829,"domain_scores_codex":[0.9970101,0.0002444495,0.001295235,0.0005688462,0.00036885,0.0005125557],"domain_scores_gemma":[0.9972677,0.0004443376,0.0005375926,0.0002391121,0.00006297137,0.001448306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004498029,0.00148916,0.4256262,0.001356712,0.0002485739,0.00001654505,0.05512908,0.000001713982,0.0001384283,0.001473407,0.320647,0.1893751],"study_design_scores_gemma":[0.0368645,0.02655217,0.2872419,0.0003574636,0.0001309446,0.00006268827,0.1233688,0.004897792,0.00009718303,0.0003043262,0.519619,0.0005031916],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3255816,0.003869068,0.002629913,0.6585994,0.000326317,0.007262788,0.001563902,0.0001531738,0.00001382633],"genre_scores_gemma":[0.8032818,0.0006660409,0.00256702,0.1917705,0.0003968771,0.0003630259,0.0009204284,0.0000285841,0.000005709698],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4777002,"threshold_uncertainty_score":0.7041434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1084838410463888,"score_gpt":0.4580278408711382,"score_spread":0.3495439998247493,"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."}}