{"id":"W4416046323","doi":"10.2196/77443","title":"Diagnostic Accuracy, Implementation Barriers, and Equity Implications of Teledermatology in Rural Skin Cancer: Scoping Review","year":2025,"lang":"en","type":"review","venue":"JMIR Dermatology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Teledermatology; Equity (law); Health equity; Telemedicine; MEDLINE; 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":[0.01701844,0.0008671345,0.003025715,0.009558623,0.0007937241,0.003881269,0.00191657,0.002126473,0.003352325],"category_scores_gemma":[0.1246496,0.0008232398,0.004480936,0.01109198,0.001053352,0.0029763,0.001884663,0.001373263,0.0002527738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004921983,"about_ca_system_score_gemma":0.02040054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01621368,"about_ca_topic_score_gemma":0.02134746,"domain_scores_codex":[0.9889238,0.004224183,0.003569859,0.0006971238,0.00216656,0.0004184089],"domain_scores_gemma":[0.8709,0.1126939,0.00869373,0.0009316205,0.006369878,0.0004109458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001099033,0.00003773843,0.003574764,0.8381851,0.003295008,0.0001216416,0.001048007,0.0002881178,0.00008148315,0.001323274,0.003855739,0.1480793],"study_design_scores_gemma":[0.00003357176,0.00006014228,0.004632324,0.9638439,0.01035657,0.0002159615,0.0008525492,0.0001319281,0.0001034517,0.000421532,0.0193277,0.00002033513],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001901096,0.9951544,0.0002623535,0.000926839,0.0001505835,0.0002277368,0.0002880425,0.000007475054,0.001081397],"genre_scores_gemma":[0.02114802,0.9770064,0.0005541233,0.0005723573,0.00009397425,0.0003581931,0.0001781584,0.000005242608,0.0000836333],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01701844,"threshold_uncertainty_score":0.09000319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03480411003100935,"score_gpt":0.4536901510552597,"score_spread":0.4188860410242503,"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."}}