{"id":"W6945132441","doi":"10.25384/sage.c.5632898.v1","title":"Teledermatology Utilization and Integration in Residency Training Over the COVID-19 Pandemic","year":2021,"lang":"en","type":"other","venue":"Sage Journals Data","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Teledermatology; Pandemic; Coronavirus disease 2019 (COVID-19); Residency training; Telemedicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002657573,0.0003314914,0.0005471043,0.0006754214,0.0001363024,0.0002438573,0.0009331845,0.0003860687,0.01707404],"category_scores_gemma":[0.003897859,0.0002454886,0.00003479612,0.0006252495,0.0001607803,0.0003326265,0.0004855927,0.001027494,0.00005610615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001791143,"about_ca_system_score_gemma":0.0008486215,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001015701,"about_ca_topic_score_gemma":0.05502807,"domain_scores_codex":[0.9965474,0.001374901,0.0006663891,0.0006270536,0.0004271726,0.000357083],"domain_scores_gemma":[0.9972131,0.0004514316,0.000818752,0.001325627,0.00003241319,0.0001587234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004487957,0.00005704758,0.03261623,0.000144116,0.0001469247,0.0004139404,0.002075527,0.000005133803,0.0009084161,0.00005330766,0.8766267,0.0869078],"study_design_scores_gemma":[0.002420042,0.00003483666,0.01982116,0.009667412,0.0002356766,0.004647745,0.003276094,0.001702572,0.000007721871,0.00275872,0.9546763,0.0007517188],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001479779,0.898297,0.01659572,0.004048136,0.001053832,0.00200808,0.008897995,0.0004504326,0.06716905],"genre_scores_gemma":[0.04435829,0.8136769,0.00297524,0.01002151,0.002787577,0.0001317015,0.01662395,0.003717074,0.1057078],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.08615609,"threshold_uncertainty_score":0.9999998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3094694535522038,"score_gpt":0.4310165150926421,"score_spread":0.1215470615404383,"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."}}