{"id":"W4380481253","doi":"10.2196/46682","title":"General Practitioners’ Perspectives About Remote Dermatology Care During the COVID-19 Pandemic in the Netherlands: Questionnaire-Based Study","year":2023,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Pandemic; Teledermatology; Telemedicine; Workload; Computer-assisted web interviewing; Sociotechnical system; Service (business); Medicine; Social distance; Coronavirus disease 2019 (COVID-19); Telehealth; Family medicine; Triage; Health care; Medical education; Nursing; Medical emergency; Computer science; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003723743,0.0001955118,0.000359689,0.0003658374,0.0004033275,0.00001912982,0.0001941279,0.0001364688,0.00005387491],"category_scores_gemma":[0.0003607957,0.0001219699,0.00006660497,0.0007143287,0.000156068,0.00007252854,0.00003775627,0.0005066631,0.00004740409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002594014,"about_ca_system_score_gemma":0.0004172574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007057181,"about_ca_topic_score_gemma":0.002213005,"domain_scores_codex":[0.9973467,0.001010425,0.0005068787,0.0003572206,0.0002985338,0.0004802724],"domain_scores_gemma":[0.9986969,0.0004481988,0.000195186,0.0004340535,0.0001022438,0.0001234281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002202002,0.0001225929,0.9352366,0.0002935285,0.00003919074,0.001255478,0.05748669,0.00004549938,0.00005877839,0.0001655157,0.004574611,0.000501341],"study_design_scores_gemma":[0.005678819,0.0002018119,0.8680415,0.00003026719,0.00006492495,0.005113297,0.1098175,0.0003926068,0.00002119416,0.0001158112,0.01039733,0.0001249254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9355157,0.0006383375,0.0002120286,0.06102901,0.0001445724,0.002096215,0.000007056197,0.0002395393,0.0001175479],"genre_scores_gemma":[0.9896433,0.00009816319,0.00005089966,0.009368097,0.0001906034,0.0004631203,0.0001170937,0.0000236981,0.0000450466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06719512,"threshold_uncertainty_score":0.4973789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04360717599437406,"score_gpt":0.4074988416772226,"score_spread":0.3638916656828485,"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."}}