{"id":"W4312330917","doi":"10.2196/34074","title":"The Impact of COVID-19 on the Prevalence and Perception of Telehealth Use in the Middle East and North Africa Region: Survey Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Telehealth; Pandemic; Medicine; Coronavirus disease 2019 (COVID-19); Telemedicine; Family medicine; Health care; Environmental health; Nursing; 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":[],"consensus_categories":[],"category_scores_codex":[0.001040303,0.0002236049,0.0002267673,0.0006896188,0.0006098778,0.0004516211,0.0003318852,0.0003623591,0.001916475],"category_scores_gemma":[0.001813919,0.0003316376,0.0002931511,0.001145821,0.0004545278,0.0007278742,0.0009141768,0.0004702093,0.0003394495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005749165,"about_ca_system_score_gemma":0.0006364948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01875594,"about_ca_topic_score_gemma":0.02210574,"domain_scores_codex":[0.9993625,0.0002304505,0.00008975329,0.00008365256,0.00009455602,0.000139024],"domain_scores_gemma":[0.998886,0.0002067149,0.0004864044,0.00004150029,0.0001813891,0.0001979351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004719094,0.0001436836,0.9865472,0.0001614835,0.0000222412,0.0002344011,0.008643076,0.00002450521,0.0004955009,0.00003856637,0.0005093304,0.003132782],"study_design_scores_gemma":[0.000004429165,0.0001528361,0.9840042,0.00004454464,0.000007786202,0.0002269799,0.01465925,0.0000657556,0.00006738066,0.000008331202,0.0007525028,0.000005974627],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985651,0.00007755568,0.00003238405,0.00006803409,0.000002342553,0.0000649659,0.0006804266,0.00000137017,0.0005078178],"genre_scores_gemma":[0.9986533,0.0002311688,0.0001887393,0.0001028311,0.00000501673,0.0001816167,0.0003524712,0.000001550813,0.0002833142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01875594,"threshold_uncertainty_score":0.03729355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4179531747275869,"score_gpt":0.4951358728461309,"score_spread":0.07718269811854406,"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."}}