{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002437998,0.0001235417,0.0002872027,0.0003425698,0.0001994755,0.00001588654,0.0001592404,0.00005333924,0.002013211],"category_scores_gemma":[0.0002455887,0.0001264,0.00006075664,0.0006352498,0.00008092818,0.00005989254,0.0002180665,0.0004536829,0.00009267097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002771751,"about_ca_system_score_gemma":0.0001905622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001107555,"about_ca_topic_score_gemma":0.00002753851,"domain_scores_codex":[0.9985374,0.00002436196,0.000232002,0.0003241595,0.0004521118,0.0004299822],"domain_scores_gemma":[0.9995887,0.00004970705,0.0000414427,0.000116067,0.0001004057,0.0001036696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009047701,0.0005995898,0.9151938,0.0001631509,0.00004846051,0.001260414,0.005470491,0.000009947677,0.02811372,0.002181533,0.03984282,0.006211332],"study_design_scores_gemma":[0.02787597,0.005542901,0.2182401,0.0001856029,0.0001337426,0.09419074,0.06361689,0.01159973,0.03224998,0.01121407,0.5330773,0.002072964],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9668894,0.0002963103,0.000005060514,0.005939239,0.00006993313,0.0004147243,0.000004564178,0.00007780703,0.02630297],"genre_scores_gemma":[0.9943548,0.00002549112,0.00009036203,0.002736887,0.00004220931,0.0001937483,0.00001377939,0.00002938229,0.002513274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6969537,"threshold_uncertainty_score":0.9988991,"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."}}