{"id":"W4211237462","doi":"10.2196/36899","title":"Teledermatology in São Paolo, Brazil","year":2022,"lang":"en","type":"article","venue":"Iproceedings","topic":"Cutaneous lymphoproliferative disorders research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Teledermatology; Medicine; Specialty; Medical diagnosis; Primary care; Dermatology; Atopic dermatitis; Referral; Family medicine; Health care; Telemedicine; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003783054,0.0001946276,0.0001384885,0.001305161,0.0005650796,0.0005489084,0.0003822825,0.0003139641,0.005945317],"category_scores_gemma":[0.001890864,0.0001615615,0.0001920498,0.001065716,0.0004449789,0.0003498674,0.0004222234,0.0003178895,0.0004134321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001118928,"about_ca_system_score_gemma":0.00182569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03439743,"about_ca_topic_score_gemma":0.03132541,"domain_scores_codex":[0.9997435,0.00004959889,0.00002212626,0.00006458073,0.00007120111,0.00004894705],"domain_scores_gemma":[0.9984177,0.0004134497,0.0005404843,0.00006861637,0.0002802266,0.0002795771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001294686,0.0003287765,0.8115641,0.001859022,0.00007149798,0.00418416,0.006395383,0.0004559581,0.006310023,0.00336558,0.01039115,0.1549447],"study_design_scores_gemma":[0.00003592696,0.0003015363,0.9502108,0.001020715,0.00005392885,0.008047568,0.004728236,0.0007105609,0.0008464822,0.0004025074,0.03362181,0.00001985211],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.958549,0.01057556,0.001510901,0.003373509,0.0001414383,0.0004139486,0.00338233,0.0002056048,0.02184781],"genre_scores_gemma":[0.9918018,0.003801975,0.001238539,0.0003399307,0.00006871287,0.0001120635,0.0005820581,0.00001435477,0.002040531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03439743,"threshold_uncertainty_score":0.06839442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01444406953503807,"score_gpt":0.3203804342069231,"score_spread":0.305936364671885,"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."}}