{"id":"W4283015423","doi":"10.3390/ijerph19127462","title":"An Audit and Survey of Informal Use of Instant Messaging for Dermatology in District Hospitals in KwaZulu-Natal, South Africa","year":2022,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Fogarty International Center","keywords":"Teledermatology; Instant messaging; Audit; Telemedicine; Medicine; Medical emergency; Family medicine; Internet privacy; Nursing; Business; Political science; Health care; Computer science; World Wide Web","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":[0.00349713,0.0003347946,0.0003416953,0.002191204,0.001169669,0.001041231,0.0007562393,0.0003909921,0.001479081],"category_scores_gemma":[0.0140341,0.0004694593,0.000257104,0.002368409,0.001018298,0.0007902285,0.001650691,0.000441879,0.000277527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0018774,"about_ca_system_score_gemma":0.002661193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01317184,"about_ca_topic_score_gemma":0.01924529,"domain_scores_codex":[0.9955887,0.001849258,0.0009941516,0.0003136442,0.0007515565,0.0005028397],"domain_scores_gemma":[0.9849316,0.003770427,0.00726785,0.0006757876,0.00216423,0.00119012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002298962,0.0001887523,0.9219238,0.001565055,0.00003037466,0.002348189,0.04760151,0.00005128518,0.003030497,0.0001087415,0.0005681153,0.02235386],"study_design_scores_gemma":[0.000009340908,0.0004616964,0.9516594,0.0002594109,0.0000222189,0.0006828329,0.04449932,0.00009442578,0.0003641259,0.00001384069,0.001917779,0.00001561961],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978078,0.0003562628,0.0001084685,0.0001669293,0.000007034873,0.0003613696,0.0002988125,0.00000693225,0.0008864454],"genre_scores_gemma":[0.9984439,0.0004675516,0.0003166035,0.00009466283,0.000005694391,0.000235737,0.0001382843,0.000002773042,0.0002948346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01317184,"threshold_uncertainty_score":0.02619034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1665466668426568,"score_gpt":0.4674491288592766,"score_spread":0.3009024620166199,"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."}}