{"id":"W4386381271","doi":"10.2196/47065","title":"The Perception of Health Care Practitioners Regarding Telemedicine During COVID-19 in Saudi Arabia: Mixed Methods Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Telemedicine; Health care; Medicine; Pandemic; Nursing; Telehealth; Qualitative research; Coronavirus disease 2019 (COVID-19); Medical emergency; Family medicine; Medical education; 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":[0.003917895,0.0003280647,0.0005160593,0.001086813,0.001617586,0.001459937,0.0005321324,0.0008983989,0.001854711],"category_scores_gemma":[0.004586715,0.0004481872,0.0004895871,0.001044302,0.000813795,0.001087219,0.001102091,0.0006550333,0.0002070347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001561855,"about_ca_system_score_gemma":0.00159472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01202871,"about_ca_topic_score_gemma":0.01883487,"domain_scores_codex":[0.9982969,0.0007264852,0.0002145678,0.000152333,0.0002687129,0.0003409761],"domain_scores_gemma":[0.9967502,0.001452081,0.0007760118,0.00009533958,0.0005776121,0.0003487873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004191195,0.001257188,0.5733722,0.001525673,0.0001128187,0.001920106,0.3878324,0.00009354746,0.002947178,0.0003518628,0.0005352855,0.02963254],"study_design_scores_gemma":[0.00002968549,0.001393298,0.3374697,0.0005828276,0.00007525619,0.0008396219,0.6560727,0.0003655969,0.0005802127,0.00007999139,0.002471447,0.00003969238],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992595,0.0002106552,0.00006139988,0.0001046025,0.000003768483,0.00006108647,0.00004475694,6.668326e-7,0.00025346],"genre_scores_gemma":[0.9983638,0.000655276,0.0002805604,0.0002386896,0.000008736793,0.0001103823,0.00005366515,0.000001110449,0.0002878614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01202871,"threshold_uncertainty_score":0.02391738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1478855486485455,"score_gpt":0.5725976163057691,"score_spread":0.4247120676572236,"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."}}