{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007062642,0.0003431533,0.00052909,0.002718738,0.001117832,0.001684992,0.0007626368,0.0007626252,0.00427472],"category_scores_gemma":[0.00369243,0.0007120995,0.0007370141,0.003363857,0.0004918344,0.0009999279,0.001400852,0.0008702451,0.0005784472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001182021,"about_ca_system_score_gemma":0.001165736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02047818,"about_ca_topic_score_gemma":0.02425273,"domain_scores_codex":[0.9980252,0.0003832694,0.0003286446,0.0004773489,0.0003216577,0.0004639245],"domain_scores_gemma":[0.9955741,0.0008013099,0.002040642,0.0002679373,0.0005675772,0.0007484239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005180458,0.00005804145,0.998811,0.00001734425,0.00004619174,0.0002899655,0.0001517504,0.00001323387,0.00006142249,0.00001390989,0.00009064594,0.0003947931],"study_design_scores_gemma":[0.000009139111,0.000139786,0.9951708,0.0000298412,0.00006296342,0.001215157,0.002970083,0.0001081402,0.00003732658,0.00001494779,0.0002338552,0.000008060048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984109,0.0002576337,0.00006634954,0.00002926135,0.000004663674,0.00002237891,0.000566647,0.000003340249,0.0006387349],"genre_scores_gemma":[0.99897,0.0001564328,0.00007619937,0.00006296478,0.00001059456,0.00002223916,0.0005222256,0.000003807339,0.0001755443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02047818,"threshold_uncertainty_score":0.04071796,"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."}}