{"id":"W3163030877","doi":"10.2196/25021","title":"Digital Solutions to Alleviate the Burden on Health Systems During a Public Health Care Crisis: COVID-19 as an Opportunity","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Public health; Health care; Digital health; Telehealth; Mental health; Telemedicine; Relevance (law); Business; mHealth; Coronavirus disease 2019 (COVID-19); Medicine; Nursing; Public relations; Political science; Psychiatry; Psychological intervention","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":[],"consensus_categories":[],"category_scores_codex":[0.007503703,0.0006799038,0.0003426338,0.001437849,0.003842321,0.01143605,0.001330773,0.004452206,0.01633726],"category_scores_gemma":[0.01375818,0.0002703912,0.0008143147,0.001257781,0.003575789,0.01572772,0.01362101,0.004991256,0.002273578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002560113,"about_ca_system_score_gemma":0.006887032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001400405,"about_ca_topic_score_gemma":0.00311903,"domain_scores_codex":[0.9964101,0.001871496,0.0001952987,0.000156745,0.0007257932,0.0006406822],"domain_scores_gemma":[0.9916094,0.003934577,0.0006050523,0.0005957232,0.0009360157,0.002319265],"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":[0.0001399463,0.0003578603,0.004641915,0.001731223,0.00008818484,0.0008500844,0.009079058,0.001020833,0.001503359,0.202093,0.2537624,0.5247321],"study_design_scores_gemma":[0.00005725904,0.0003580264,0.002906422,0.003824078,0.00007049501,0.0007704684,0.02934558,0.001047912,0.001031755,0.08916692,0.8713446,0.00007637143],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02678532,0.03245791,0.01693077,0.7850471,0.00873941,0.0002424548,0.0003305932,0.0006982408,0.1287682],"genre_scores_gemma":[0.5838068,0.1092774,0.06486554,0.1893735,0.01092785,0.0004971459,0.0007502838,0.0003303239,0.04017114],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01633726,"threshold_uncertainty_score":0.05465364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.242827926168734,"score_gpt":0.473757033888727,"score_spread":0.230929107719993,"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."}}