{"id":"W3180123220","doi":"10.2196/30530","title":"Teledermatology Consults in a County Hospital Setting: Retrospective Analysis","year":2021,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Teledermatology; Preprint; Medicine; Medical education; Computer science; Political science; World Wide Web; Telemedicine; Health care","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":[0.00006626085,0.0001743569,0.0007137705,0.0004698623,0.00006026855,0.00001904907,0.00006788274,0.0002071731,0.0004397556],"category_scores_gemma":[0.0001568521,0.0001778075,0.0001820145,0.001184142,0.0001111394,0.00003941141,0.00008496545,0.0003077739,0.0001127645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00016531,"about_ca_system_score_gemma":0.0001239493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002725452,"about_ca_topic_score_gemma":0.000364598,"domain_scores_codex":[0.9984301,0.0001261089,0.0004230794,0.0004680707,0.0001746353,0.0003779937],"domain_scores_gemma":[0.999126,0.00007942341,0.0001169084,0.0003842018,0.0001824759,0.0001110587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001237734,0.0006040723,0.9584042,0.0001093367,0.00102619,0.02537603,0.0007040654,0.000008997284,0.0005596836,0.002370271,0.01008252,0.0006308947],"study_design_scores_gemma":[0.004370812,0.0001648116,0.8851616,0.00003743366,0.0007826465,0.02787984,0.001820976,0.002094683,0.003758729,0.0003871932,0.07312289,0.00041834],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739659,0.0001907752,0.0002444368,0.01051887,0.0003097317,0.0004645688,0.0000128962,0.0001356499,0.01415716],"genre_scores_gemma":[0.9968579,0.0000436761,0.0002926479,0.001699598,0.00003166192,0.00009361,0.00007381124,0.00001559988,0.0008914699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07324252,"threshold_uncertainty_score":0.7250777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005521953565826735,"score_gpt":0.2614512472502083,"score_spread":0.2559292936843816,"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."}}