{"id":"W4407228279","doi":"10.4081/dr.2025.10197","title":"Teledermatology: Canadian dermatologists’ practice patterns, perceived challenges and future recommendations","year":2025,"lang":"en","type":"article","venue":"Dermatology Reports","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Ministry of Health; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Teledermatology; Medicine; Coronavirus disease 2019 (COVID-19); Dermatology; Family medicine; Store and forward; Patient safety; MEDLINE; Health care; Telemedicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001361446,0.000215216,0.0004557754,0.0004830778,0.0002592055,0.00002774306,0.00005831268,0.0003040244,0.0001514173],"category_scores_gemma":[0.0002063794,0.0002081872,0.00006682291,0.0001347073,0.0001037063,0.0001063304,0.00006592338,0.0003223244,0.00002109353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001045179,"about_ca_system_score_gemma":0.000263717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00176443,"about_ca_topic_score_gemma":0.01449369,"domain_scores_codex":[0.9983938,0.0001475597,0.000500615,0.0004690522,0.0001016772,0.000387346],"domain_scores_gemma":[0.9988068,0.0001187555,0.000177118,0.0004847688,0.0001549479,0.0002576073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002976902,0.0007360802,0.2207616,0.002109567,0.002290885,0.2086592,0.004342472,0.000001059714,0.000257808,0.0281766,0.2733782,0.2589887],"study_design_scores_gemma":[0.0003261263,0.00001832027,0.05781036,0.00004713042,0.0001767689,0.2286618,0.003386839,0.00002302939,0.00007813102,0.0001857238,0.7091554,0.0001303493],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1874635,0.009755254,0.0001356372,0.6370093,0.002537721,0.001038992,0.000006239473,0.0003694114,0.161684],"genre_scores_gemma":[0.9744891,0.009709528,0.0006342901,0.01398657,0.00007126849,0.00008456954,0.00004837561,0.00001808549,0.0009581982],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7870256,"threshold_uncertainty_score":0.8489629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0138189529993166,"score_gpt":0.2815311717879085,"score_spread":0.2677122187885919,"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."}}