{"id":"W4285329203","doi":"10.2196/35254","title":"Evaluation of WhatsApp as a Platform for Teledermatology in Botswana: Retrospective Review and Survey","year":2022,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American Academy of Dermatology","keywords":"Teledermatology; Specialty; Medicine; Telemedicine; Family medicine; Demographics; Multidisciplinary approach; Health care; Store and forward; Medical diagnosis; Teleradiology; Medical emergency; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001108106,0.0001022149,0.0005471338,0.0002277958,0.00006920391,0.000003093079,0.00005747048,0.00005923847,0.0003869766],"category_scores_gemma":[0.0003646139,0.0001035894,0.00005105428,0.0002679933,0.00005650067,0.00003504809,0.00008676744,0.0001590326,0.000005294474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001947272,"about_ca_system_score_gemma":0.000142086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008841822,"about_ca_topic_score_gemma":0.0003758452,"domain_scores_codex":[0.9986113,0.0002992509,0.0003782896,0.0002428133,0.0002870816,0.0001812919],"domain_scores_gemma":[0.99927,0.0001140243,0.0001614866,0.0001921951,0.0002194211,0.00004292447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005846796,0.003657958,0.6238426,0.01917022,0.002270501,0.001538502,0.004507112,0.00007646032,0.002064512,0.02705537,0.1893845,0.1205854],"study_design_scores_gemma":[0.0245366,0.003332783,0.7231952,0.0005550607,0.002770593,0.06755088,0.00300867,0.009560898,0.001610325,0.0111904,0.1517796,0.000909041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758227,0.01023542,0.00005977284,0.004652778,0.0002390828,0.00487109,0.00002877274,0.00003994576,0.004050458],"genre_scores_gemma":[0.9963297,0.0005527936,0.00004698576,0.001617877,0.000006713164,0.001240629,0.00005751242,0.00001272917,0.0001351079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1196764,"threshold_uncertainty_score":0.4237123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04249385403665242,"score_gpt":0.3458953630230622,"score_spread":0.3034015089864098,"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."}}