{"id":"W4226236383","doi":"10.2196/36081","title":"An Assessment of the Potential Benefits of Video Consultation in the Emergency Department: Mixed Methods Study","year":2022,"lang":"en","type":"article","venue":"Interactive Journal of Medical Research","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research","keywords":"Emergency department; Medicine; Videoconferencing; Medical emergency; Tertiary care; Emergency medicine; Family medicine; Nursing; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0417113,0.0007516111,0.00122846,0.001910529,0.0007992641,0.001861178,0.001473423,0.001146735,0.002620347],"category_scores_gemma":[0.06212435,0.0007844286,0.002822145,0.001774307,0.0008317775,0.001996669,0.001428053,0.0008818394,0.000494365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001652204,"about_ca_system_score_gemma":0.001339314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002314541,"about_ca_topic_score_gemma":0.003203001,"domain_scores_codex":[0.9517136,0.03928208,0.00303839,0.001422932,0.003718289,0.0008247176],"domain_scores_gemma":[0.9161049,0.06128401,0.01524641,0.003070238,0.003039501,0.001254851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.01497359,0.007956836,0.9121046,0.00304789,0.007040015,0.0005954376,0.008661728,0.0002912745,0.0006113331,0.0005429499,0.0006428543,0.04353152],"study_design_scores_gemma":[0.004010591,0.07292628,0.8698891,0.002463903,0.006086661,0.002384325,0.02910624,0.006704788,0.001469455,0.0008213734,0.003862134,0.000275161],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993328,0.002379326,0.001579231,0.0001918253,0.00004233864,0.001234577,0.0003475854,0.000009225722,0.0008878965],"genre_scores_gemma":[0.993229,0.0008823966,0.00286673,0.0004434098,0.00006393068,0.001992429,0.0002030942,0.000008362243,0.0003105589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0417113,"threshold_uncertainty_score":0.2205931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1143984291574717,"score_gpt":0.6038459293677179,"score_spread":0.4894475002102462,"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."}}