{"id":"W4380434448","doi":"10.2196/preprints.46682","title":"General Practitioners’ Perspectives About Remote Dermatology Care During the COVID-19 Pandemic in the Netherlands: Questionnaire-Based Study (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Teledermatology; Pandemic; Telemedicine; Service (business); Workload; Coronavirus disease 2019 (COVID-19); Medicine; Computer-assisted web interviewing; Family medicine; Health care; Medical education; Nursing; Psychology; Computer science; Business; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004581367,0.0001824779,0.0003503487,0.0006932843,0.0009397835,0.001848089,0.0004371408,0.001272762,0.003453565],"category_scores_gemma":[0.01387637,0.0004156251,0.0003804379,0.001669235,0.0009402498,0.002399067,0.001190249,0.0009531217,0.0004048273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002308876,"about_ca_system_score_gemma":0.002016387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02495025,"about_ca_topic_score_gemma":0.02792618,"domain_scores_codex":[0.9965594,0.001920208,0.0004138134,0.0003209921,0.0003886476,0.000397003],"domain_scores_gemma":[0.9892505,0.006680985,0.001855826,0.0001459365,0.0009798895,0.001086815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001743076,0.00038555,0.3212182,0.001874335,0.00006075122,0.002259205,0.6432748,0.0001793216,0.001123006,0.0003711853,0.007654642,0.02142465],"study_design_scores_gemma":[0.00006272428,0.0005307012,0.2742859,0.0006850374,0.00002613521,0.0005417244,0.7126089,0.0001844536,0.00013802,0.00008626926,0.01080273,0.00004733183],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962811,0.0003790249,0.0001330397,0.001365655,0.00003118334,0.0002004752,0.0005255133,0.000003811952,0.001080121],"genre_scores_gemma":[0.9959496,0.0007790708,0.0003201829,0.001513358,0.00002483672,0.0004318396,0.0002370195,0.000005751195,0.0007383604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02495025,"threshold_uncertainty_score":0.04961008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06918696091915907,"score_gpt":0.4127745786672432,"score_spread":0.3435876177480841,"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."}}