{"id":"W4385769600","doi":"10.1136/bmjopen-2022-068207","title":"Diagnostic reliability in teledermatology: a systematic review and a meta-analysis","year":2023,"lang":"en","type":"review","venue":"BMJ Open","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Toronto; McGill University Health Centre; McGill University; Queen's University","funders":"Queen's University","keywords":"Teledermatology; Medicine; Concordance; Medical diagnosis; Meta-analysis; Kappa; MEDLINE; Observational study; Cochrane Library; Medical physics; Telemedicine; Pathology; Internal medicine; Health care","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002886769,0.0003738148,0.01382501,0.0004813262,0.00003652973,0.00007339017,0.0003444951,0.0001600191,0.0004803282],"category_scores_gemma":[0.004659227,0.0002292839,0.001577255,0.001612802,0.00003332906,0.00003789546,0.0006379626,0.0002764029,0.0004723958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001183207,"about_ca_system_score_gemma":0.0001488601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001748636,"about_ca_topic_score_gemma":0.0003547624,"domain_scores_codex":[0.9962113,0.0009797234,0.001719462,0.0006185365,0.0002560133,0.0002149005],"domain_scores_gemma":[0.9965346,0.001313158,0.0006417678,0.001339575,0.0000514088,0.0001194598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000002542992,0.00003929335,0.000002182613,0.9252121,0.07199753,0.0006817674,0.00001004802,1.261716e-7,2.932735e-10,0.0000212499,0.001470694,0.0005624163],"study_design_scores_gemma":[0.00009720417,0.00002719803,0.000002684415,0.1169494,0.7849439,0.0008501198,0.00001321608,0.000003866213,3.014714e-9,0.00001329757,0.09691711,0.0001819253],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.234934e-7,0.9318795,0.000005140652,0.0009801694,0.00003063355,0.06598388,0.00002568035,0.00004984331,0.00104502],"genre_scores_gemma":[0.000001472592,0.9579015,0.00006156997,0.0009692766,0.00000876358,0.03190655,0.00005880824,0.00003687539,0.009055129],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8082628,"threshold_uncertainty_score":0.9450501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2423227849240472,"score_gpt":0.4758929913532347,"score_spread":0.2335702064291875,"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."}}