{"id":"W3200677451","doi":"10.1177/12034754211045393","title":"Teledermatology Utilization and Integration in Residency Training Over the COVID-19 Pandemic","year":2021,"lang":"en","type":"article","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Champlain Regional College; University of Ottawa","funders":"","keywords":"Teledermatology; Medicine; Pandemic; Coronavirus disease 2019 (COVID-19); Curriculum; Telemedicine; Family medicine; Health care; Dermatology; Medical emergency; Psychology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00077183,0.0000983125,0.0004317224,0.0003063414,0.00007119586,0.0000143591,0.00002465673,0.00006126532,0.0001632753],"category_scores_gemma":[0.002540538,0.00006054042,0.00004647508,0.0002289437,0.0001128443,0.00005153578,0.00001556879,0.0002668069,4.355628e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006296697,"about_ca_system_score_gemma":0.0003139373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004009343,"about_ca_topic_score_gemma":0.0002882208,"domain_scores_codex":[0.99878,0.0001637032,0.0005696915,0.0001200979,0.0002357106,0.000130867],"domain_scores_gemma":[0.9982752,0.001137026,0.0002279974,0.00009369689,0.0001060232,0.00016003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.002619705,0.0002579496,0.4208242,0.0007243232,0.00032234,0.06191442,0.01926355,0.00003711749,0.01356251,0.001640243,0.06625595,0.4125777],"study_design_scores_gemma":[0.002661828,0.0008277102,0.03211994,0.0009871518,0.0003702494,0.7837818,0.01998442,0.0009116989,0.0001549,0.003056342,0.1549298,0.0002141486],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9681454,0.005973754,0.0008945038,0.02378531,0.0003818567,0.000114434,3.75285e-7,0.0000134434,0.000690922],"genre_scores_gemma":[0.9808131,0.01094208,0.00004794686,0.007672431,0.0002084334,0.000001505452,0.000003477864,0.000008308374,0.000302759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7218674,"threshold_uncertainty_score":0.3041445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1163589057903841,"score_gpt":0.3413329245235957,"score_spread":0.2249740187332116,"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."}}